examples.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Beispiele für genesapi-tabular\n",
    "\n",
    "(Am Ende 1 Beispiel für json-Format)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import requests\n",
    "from io import StringIO\n",
    "\n",
    "BASE_URL = 'localhost:5000' # 'https://tabular.genesapi.org'\n",
    "\n",
    "# for nice DataFrame display in this notebook:\n",
    "def get_df(query):\n",
    "    url = '%s/%s' % (BASE_URL, query)\n",
    "    print(url)\n",
    "    res = requests.get(url)\n",
    "    csv = StringIO(res.text)\n",
    "    df = pd.read_csv(csv, dtype={\n",
    "        'region_id': str,\n",
    "        'year': str\n",
    "    })\n",
    "    df.index = df[df.columns[0]]\n",
    "    del df[df.columns[0]]\n",
    "    return df.fillna('')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### generelle Angaben:\n",
    "\n",
    "#### Layout\n",
    "- `layout=time` - Eine Zeile pro Jahr/Datum\n",
    "- `layout=region` - Eine Zeile pro Region\n",
    "- `layout=long` - Eine Zeile pro Wert (**default**)\n",
    "\n",
    "#### Beschriftungen\n",
    "- `labels=id` (**default**) - Nur Kürzel/ids bei Statistiken\n",
    "- `labels=name` - ausgeschriebene Namen bei Statistiken\n",
    "\n",
    "#### Format\n",
    "- `format=csv` (**default**)\n",
    "- `format=tsv` - Tabulator-getrennt\n",
    "- `format=json` - json, 1 objekt pro Tabellenzeile + Tabellen-Metadaten (Beispiel siehe unten)\n",
    "- `delimiter=,` (**default**) stattdessen ginge auch `delimiter=;`\n",
    "\n",
    "#### Datumsformat\n",
    "- `dformat=year` - Datumsformat: Jahre (**default**) \n",
    "- `dformat=date` - Datumsformat: Tage\n",
    "\n",
    "\n",
    "## Beispiel: Einfache Tabelle mit 1 Messwert\n",
    "\n",
    "`?data=11111:FLC006` \n",
    "\n",
    "Messwert: `FLC006` (Fläche)\n",
    "\n",
    "Statistik: `11111` (Feststellung des Gebietstandes)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=11111:FLC006\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>measure</th>\n",
       "      <th>value</th>\n",
       "      <th>statistic</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>01</td>\n",
       "      <td>1995</td>\n",
       "      <td>FLC006</td>\n",
       "      <td>15770.27</td>\n",
       "      <td>11111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>02</td>\n",
       "      <td>1995</td>\n",
       "      <td>FLC006</td>\n",
       "      <td>755.33</td>\n",
       "      <td>11111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>03</td>\n",
       "      <td>1995</td>\n",
       "      <td>FLC006</td>\n",
       "      <td>47610.55</td>\n",
       "      <td>11111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>04</td>\n",
       "      <td>1995</td>\n",
       "      <td>FLC006</td>\n",
       "      <td>404.23</td>\n",
       "      <td>11111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>05</td>\n",
       "      <td>1995</td>\n",
       "      <td>FLC006</td>\n",
       "      <td>34077.64</td>\n",
       "      <td>11111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>2017</td>\n",
       "      <td>FLC006</td>\n",
       "      <td>29654.37</td>\n",
       "      <td>11111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>2017</td>\n",
       "      <td>FLC006</td>\n",
       "      <td>23293.30</td>\n",
       "      <td>11111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2017</td>\n",
       "      <td>FLC006</td>\n",
       "      <td>18449.97</td>\n",
       "      <td>11111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>2017</td>\n",
       "      <td>FLC006</td>\n",
       "      <td>20453.79</td>\n",
       "      <td>11111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>2017</td>\n",
       "      <td>FLC006</td>\n",
       "      <td>16202.41</td>\n",
       "      <td>11111</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>368 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           year measure     value  statistic\n",
       "region_id                                   \n",
       "01         1995  FLC006  15770.27      11111\n",
       "02         1995  FLC006    755.33      11111\n",
       "03         1995  FLC006  47610.55      11111\n",
       "04         1995  FLC006    404.23      11111\n",
       "05         1995  FLC006  34077.64      11111\n",
       "...         ...     ...       ...        ...\n",
       "12         2017  FLC006  29654.37      11111\n",
       "13         2017  FLC006  23293.30      11111\n",
       "14         2017  FLC006  18449.97      11111\n",
       "15         2017  FLC006  20453.79      11111\n",
       "16         2017  FLC006  16202.41      11111\n",
       "\n",
       "[368 rows x 4 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?data=11111:FLC006')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Regionen\n",
    "\n",
    "Filter nach Level und/oder nach Eltern-Region\n",
    "\n",
    "Parameter:\n",
    "\n",
    "`level`\n",
    "\n",
    "- 0 - Deutschland gesamt\n",
    "- 1 - Bundesländer\n",
    "- 2 - Regierungsbezirke / stat. Regionen\n",
    "- 3 - Bundesländer\n",
    "- 4 - Gemeinden\n",
    "\n",
    "`parent`\n",
    "\n",
    "Id der Eltern-Region. Technisch ist das lediglich ein Prefix-Filter, es wäre also z.B. auch `parent=123` erlaubt (auch wenn es keine Region mit der id 123 gibt), um alle Regionen, deren Id mit `123` beginnt, abzufragen.\n",
    "\n",
    "**default**: `level=1&region=all` (alle Bundesländer)\n",
    "\n",
    "### alle landkreise in brandenburg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=11111:FLC006&level=3&parent=12&layout=region\n"
     ]
    },
    {
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       "      <th></th>\n",
       "      <th>11111.FLC006-year:1995</th>\n",
       "      <th>11111.FLC006-year:1996</th>\n",
       "      <th>11111.FLC006-year:1997</th>\n",
       "      <th>11111.FLC006-year:1998</th>\n",
       "      <th>11111.FLC006-year:1999</th>\n",
       "      <th>11111.FLC006-year:2000</th>\n",
       "      <th>11111.FLC006-year:2001</th>\n",
       "      <th>11111.FLC006-year:2002</th>\n",
       "      <th>11111.FLC006-year:2003</th>\n",
       "      <th>11111.FLC006-year:2004</th>\n",
       "      <th>...</th>\n",
       "      <th>11111.FLC006-year:2008</th>\n",
       "      <th>11111.FLC006-year:2009</th>\n",
       "      <th>11111.FLC006-year:2010</th>\n",
       "      <th>11111.FLC006-year:2011</th>\n",
       "      <th>11111.FLC006-year:2012</th>\n",
       "      <th>11111.FLC006-year:2013</th>\n",
       "      <th>11111.FLC006-year:2014</th>\n",
       "      <th>11111.FLC006-year:2015</th>\n",
       "      <th>11111.FLC006-year:2016</th>\n",
       "      <th>11111.FLC006-year:2017</th>\n",
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       "      <th>region_id</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <td>12051</td>\n",
       "      <td>208.32</td>\n",
       "      <td>207.88</td>\n",
       "      <td>207.88</td>\n",
       "      <td>207.89</td>\n",
       "      <td>207.91</td>\n",
       "      <td>207.98</td>\n",
       "      <td>207.99</td>\n",
       "      <td>207.99</td>\n",
       "      <td>228.77</td>\n",
       "      <td>228.77</td>\n",
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       "      <td>228.81</td>\n",
       "      <td>228.82</td>\n",
       "      <td>228.82</td>\n",
       "      <td>228.85</td>\n",
       "      <td>228.84</td>\n",
       "      <td>229.71</td>\n",
       "      <td>229.71</td>\n",
       "      <td>229.72</td>\n",
       "      <td>229.72</td>\n",
       "      <td>229.72</td>\n",
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       "      <td>12052</td>\n",
       "      <td>150.32</td>\n",
       "      <td>150.33</td>\n",
       "      <td>150.34</td>\n",
       "      <td>150.33</td>\n",
       "      <td>150.36</td>\n",
       "      <td>150.36</td>\n",
       "      <td>150.38</td>\n",
       "      <td>150.38</td>\n",
       "      <td>164.23</td>\n",
       "      <td>164.28</td>\n",
       "      <td>...</td>\n",
       "      <td>164.28</td>\n",
       "      <td>164.28</td>\n",
       "      <td>164.29</td>\n",
       "      <td>164.29</td>\n",
       "      <td>164.29</td>\n",
       "      <td>165.15</td>\n",
       "      <td>165.15</td>\n",
       "      <td>165.16</td>\n",
       "      <td>165.62</td>\n",
       "      <td>165.63</td>\n",
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       "    <tr>\n",
       "      <td>12053</td>\n",
       "      <td>147.63</td>\n",
       "      <td>147.63</td>\n",
       "      <td>147.63</td>\n",
       "      <td>147.63</td>\n",
       "      <td>147.63</td>\n",
       "      <td>147.60</td>\n",
       "      <td>147.60</td>\n",
       "      <td>147.60</td>\n",
       "      <td>147.61</td>\n",
       "      <td>147.62</td>\n",
       "      <td>...</td>\n",
       "      <td>147.78</td>\n",
       "      <td>147.81</td>\n",
       "      <td>147.81</td>\n",
       "      <td>147.81</td>\n",
       "      <td>147.64</td>\n",
       "      <td>147.85</td>\n",
       "      <td>147.85</td>\n",
       "      <td>147.85</td>\n",
       "      <td>147.85</td>\n",
       "      <td>147.85</td>\n",
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       "    <tr>\n",
       "      <td>12054</td>\n",
       "      <td>109.35</td>\n",
       "      <td>109.33</td>\n",
       "      <td>109.34</td>\n",
       "      <td>109.35</td>\n",
       "      <td>109.37</td>\n",
       "      <td>109.38</td>\n",
       "      <td>109.39</td>\n",
       "      <td>109.35</td>\n",
       "      <td>187.29</td>\n",
       "      <td>187.27</td>\n",
       "      <td>...</td>\n",
       "      <td>187.37</td>\n",
       "      <td>187.38</td>\n",
       "      <td>187.53</td>\n",
       "      <td>187.52</td>\n",
       "      <td>187.66</td>\n",
       "      <td>188.25</td>\n",
       "      <td>188.25</td>\n",
       "      <td>188.26</td>\n",
       "      <td>188.26</td>\n",
       "      <td>188.26</td>\n",
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       "    <tr>\n",
       "      <td>12060</td>\n",
       "      <td>1494.28</td>\n",
       "      <td>1494.28</td>\n",
       "      <td>1494.30</td>\n",
       "      <td>1494.32</td>\n",
       "      <td>1494.34</td>\n",
       "      <td>1494.32</td>\n",
       "      <td>1494.34</td>\n",
       "      <td>1494.31</td>\n",
       "      <td>1494.32</td>\n",
       "      <td>1494.31</td>\n",
       "      <td>...</td>\n",
       "      <td>1492.85</td>\n",
       "      <td>1471.64</td>\n",
       "      <td>1471.55</td>\n",
       "      <td>1471.57</td>\n",
       "      <td>1471.55</td>\n",
       "      <td>1479.69</td>\n",
       "      <td>1479.68</td>\n",
       "      <td>1479.68</td>\n",
       "      <td>1479.67</td>\n",
       "      <td>1479.59</td>\n",
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       "    <tr>\n",
       "      <td>12061</td>\n",
       "      <td>2261.04</td>\n",
       "      <td>2260.93</td>\n",
       "      <td>2260.97</td>\n",
       "      <td>2261.21</td>\n",
       "      <td>2260.92</td>\n",
       "      <td>2261.00</td>\n",
       "      <td>2261.01</td>\n",
       "      <td>2261.02</td>\n",
       "      <td>2261.01</td>\n",
       "      <td>2261.04</td>\n",
       "      <td>...</td>\n",
       "      <td>2261.44</td>\n",
       "      <td>2261.84</td>\n",
       "      <td>2261.86</td>\n",
       "      <td>2261.84</td>\n",
       "      <td>2261.85</td>\n",
       "      <td>2274.28</td>\n",
       "      <td>2274.48</td>\n",
       "      <td>2274.49</td>\n",
       "      <td>2274.49</td>\n",
       "      <td>2274.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12062</td>\n",
       "      <td>1889.48</td>\n",
       "      <td>1889.46</td>\n",
       "      <td>1889.40</td>\n",
       "      <td>1889.40</td>\n",
       "      <td>1889.37</td>\n",
       "      <td>1889.39</td>\n",
       "      <td>1889.41</td>\n",
       "      <td>1889.35</td>\n",
       "      <td>1889.36</td>\n",
       "      <td>1889.33</td>\n",
       "      <td>...</td>\n",
       "      <td>1889.41</td>\n",
       "      <td>1889.43</td>\n",
       "      <td>1889.44</td>\n",
       "      <td>1889.39</td>\n",
       "      <td>1889.40</td>\n",
       "      <td>1899.57</td>\n",
       "      <td>1899.57</td>\n",
       "      <td>1899.57</td>\n",
       "      <td>1899.57</td>\n",
       "      <td>1899.60</td>\n",
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       "    <tr>\n",
       "      <td>12063</td>\n",
       "      <td>1706.94</td>\n",
       "      <td>1706.98</td>\n",
       "      <td>1707.22</td>\n",
       "      <td>1707.23</td>\n",
       "      <td>1707.22</td>\n",
       "      <td>1707.22</td>\n",
       "      <td>1707.24</td>\n",
       "      <td>1707.28</td>\n",
       "      <td>1716.80</td>\n",
       "      <td>1716.95</td>\n",
       "      <td>...</td>\n",
       "      <td>1717.33</td>\n",
       "      <td>1717.32</td>\n",
       "      <td>1717.33</td>\n",
       "      <td>1717.08</td>\n",
       "      <td>1717.10</td>\n",
       "      <td>1727.30</td>\n",
       "      <td>1727.29</td>\n",
       "      <td>1727.30</td>\n",
       "      <td>1727.30</td>\n",
       "      <td>1727.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12064</td>\n",
       "      <td>2127.51</td>\n",
       "      <td>2127.58</td>\n",
       "      <td>2127.59</td>\n",
       "      <td>2127.60</td>\n",
       "      <td>2127.67</td>\n",
       "      <td>2127.72</td>\n",
       "      <td>2127.70</td>\n",
       "      <td>2128.15</td>\n",
       "      <td>2127.87</td>\n",
       "      <td>2128.12</td>\n",
       "      <td>...</td>\n",
       "      <td>2128.21</td>\n",
       "      <td>2149.64</td>\n",
       "      <td>2150.15</td>\n",
       "      <td>2150.40</td>\n",
       "      <td>2150.48</td>\n",
       "      <td>2158.65</td>\n",
       "      <td>2158.65</td>\n",
       "      <td>2158.65</td>\n",
       "      <td>2158.65</td>\n",
       "      <td>2158.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12065</td>\n",
       "      <td>1798.22</td>\n",
       "      <td>1795.00</td>\n",
       "      <td>1794.76</td>\n",
       "      <td>1794.82</td>\n",
       "      <td>1796.76</td>\n",
       "      <td>1796.75</td>\n",
       "      <td>1795.35</td>\n",
       "      <td>1795.38</td>\n",
       "      <td>1795.52</td>\n",
       "      <td>1795.64</td>\n",
       "      <td>...</td>\n",
       "      <td>1797.42</td>\n",
       "      <td>1798.25</td>\n",
       "      <td>1798.28</td>\n",
       "      <td>1798.16</td>\n",
       "      <td>1798.28</td>\n",
       "      <td>1808.20</td>\n",
       "      <td>1808.20</td>\n",
       "      <td>1808.20</td>\n",
       "      <td>1808.18</td>\n",
       "      <td>1808.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12066</td>\n",
       "      <td>1216.56</td>\n",
       "      <td>1216.56</td>\n",
       "      <td>1216.58</td>\n",
       "      <td>1216.61</td>\n",
       "      <td>1216.63</td>\n",
       "      <td>1216.63</td>\n",
       "      <td>1216.63</td>\n",
       "      <td>1216.61</td>\n",
       "      <td>1216.61</td>\n",
       "      <td>1216.62</td>\n",
       "      <td>...</td>\n",
       "      <td>1216.67</td>\n",
       "      <td>1216.71</td>\n",
       "      <td>1216.87</td>\n",
       "      <td>1216.89</td>\n",
       "      <td>1216.90</td>\n",
       "      <td>1223.08</td>\n",
       "      <td>1223.08</td>\n",
       "      <td>1223.09</td>\n",
       "      <td>1223.09</td>\n",
       "      <td>1223.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12067</td>\n",
       "      <td>2242.18</td>\n",
       "      <td>2242.23</td>\n",
       "      <td>2242.27</td>\n",
       "      <td>2242.27</td>\n",
       "      <td>2242.33</td>\n",
       "      <td>2242.36</td>\n",
       "      <td>2242.41</td>\n",
       "      <td>2242.45</td>\n",
       "      <td>2242.49</td>\n",
       "      <td>2242.65</td>\n",
       "      <td>...</td>\n",
       "      <td>2243.03</td>\n",
       "      <td>2243.03</td>\n",
       "      <td>2243.10</td>\n",
       "      <td>2243.20</td>\n",
       "      <td>2243.27</td>\n",
       "      <td>2256.75</td>\n",
       "      <td>2256.75</td>\n",
       "      <td>2256.75</td>\n",
       "      <td>2256.75</td>\n",
       "      <td>2256.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12068</td>\n",
       "      <td>2510.27</td>\n",
       "      <td>2510.30</td>\n",
       "      <td>2510.32</td>\n",
       "      <td>2510.35</td>\n",
       "      <td>2508.71</td>\n",
       "      <td>2508.72</td>\n",
       "      <td>2508.77</td>\n",
       "      <td>2508.76</td>\n",
       "      <td>2508.96</td>\n",
       "      <td>2509.19</td>\n",
       "      <td>...</td>\n",
       "      <td>2509.42</td>\n",
       "      <td>2508.61</td>\n",
       "      <td>2508.65</td>\n",
       "      <td>2509.40</td>\n",
       "      <td>2509.43</td>\n",
       "      <td>2526.56</td>\n",
       "      <td>2526.56</td>\n",
       "      <td>2526.56</td>\n",
       "      <td>2526.57</td>\n",
       "      <td>2526.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12069</td>\n",
       "      <td>2682.46</td>\n",
       "      <td>2682.82</td>\n",
       "      <td>2682.86</td>\n",
       "      <td>2682.90</td>\n",
       "      <td>2682.92</td>\n",
       "      <td>2682.93</td>\n",
       "      <td>2682.95</td>\n",
       "      <td>2682.95</td>\n",
       "      <td>2574.98</td>\n",
       "      <td>2575.03</td>\n",
       "      <td>...</td>\n",
       "      <td>2575.14</td>\n",
       "      <td>2575.16</td>\n",
       "      <td>2575.18</td>\n",
       "      <td>2575.20</td>\n",
       "      <td>2575.91</td>\n",
       "      <td>2592.00</td>\n",
       "      <td>2591.95</td>\n",
       "      <td>2591.94</td>\n",
       "      <td>2592.02</td>\n",
       "      <td>2592.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12070</td>\n",
       "      <td>2122.83</td>\n",
       "      <td>2122.86</td>\n",
       "      <td>2122.92</td>\n",
       "      <td>2122.94</td>\n",
       "      <td>2122.96</td>\n",
       "      <td>2122.99</td>\n",
       "      <td>2123.02</td>\n",
       "      <td>2123.07</td>\n",
       "      <td>2123.29</td>\n",
       "      <td>2123.28</td>\n",
       "      <td>...</td>\n",
       "      <td>2123.36</td>\n",
       "      <td>2123.39</td>\n",
       "      <td>2123.62</td>\n",
       "      <td>2123.62</td>\n",
       "      <td>2123.64</td>\n",
       "      <td>2138.59</td>\n",
       "      <td>2138.59</td>\n",
       "      <td>2138.59</td>\n",
       "      <td>2138.55</td>\n",
       "      <td>2138.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12071</td>\n",
       "      <td>1661.54</td>\n",
       "      <td>1661.55</td>\n",
       "      <td>1661.58</td>\n",
       "      <td>1661.60</td>\n",
       "      <td>1661.61</td>\n",
       "      <td>1661.63</td>\n",
       "      <td>1661.66</td>\n",
       "      <td>1661.71</td>\n",
       "      <td>1647.87</td>\n",
       "      <td>1647.89</td>\n",
       "      <td>...</td>\n",
       "      <td>1648.01</td>\n",
       "      <td>1648.04</td>\n",
       "      <td>1647.99</td>\n",
       "      <td>1648.00</td>\n",
       "      <td>1648.29</td>\n",
       "      <td>1657.43</td>\n",
       "      <td>1657.43</td>\n",
       "      <td>1657.43</td>\n",
       "      <td>1656.97</td>\n",
       "      <td>1656.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12072</td>\n",
       "      <td>2091.52</td>\n",
       "      <td>2091.89</td>\n",
       "      <td>2091.90</td>\n",
       "      <td>2091.92</td>\n",
       "      <td>2091.95</td>\n",
       "      <td>2091.98</td>\n",
       "      <td>2092.01</td>\n",
       "      <td>2092.01</td>\n",
       "      <td>2092.03</td>\n",
       "      <td>2092.05</td>\n",
       "      <td>...</td>\n",
       "      <td>2092.26</td>\n",
       "      <td>2092.30</td>\n",
       "      <td>2092.31</td>\n",
       "      <td>2092.35</td>\n",
       "      <td>2092.38</td>\n",
       "      <td>2104.20</td>\n",
       "      <td>2104.20</td>\n",
       "      <td>2104.22</td>\n",
       "      <td>2104.23</td>\n",
       "      <td>2104.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12073</td>\n",
       "      <td>3058.22</td>\n",
       "      <td>3058.19</td>\n",
       "      <td>3058.15</td>\n",
       "      <td>3058.08</td>\n",
       "      <td>3058.09</td>\n",
       "      <td>3058.13</td>\n",
       "      <td>3058.25</td>\n",
       "      <td>3058.23</td>\n",
       "      <td>3058.13</td>\n",
       "      <td>3058.04</td>\n",
       "      <td>...</td>\n",
       "      <td>3058.22</td>\n",
       "      <td>3058.28</td>\n",
       "      <td>3058.35</td>\n",
       "      <td>3058.41</td>\n",
       "      <td>3058.74</td>\n",
       "      <td>3076.90</td>\n",
       "      <td>3076.92</td>\n",
       "      <td>3076.92</td>\n",
       "      <td>3076.89</td>\n",
       "      <td>3076.97</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>18 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           11111.FLC006-year:1995  11111.FLC006-year:1996  \\\n",
       "region_id                                                   \n",
       "12051                      208.32                  207.88   \n",
       "12052                      150.32                  150.33   \n",
       "12053                      147.63                  147.63   \n",
       "12054                      109.35                  109.33   \n",
       "12060                     1494.28                 1494.28   \n",
       "12061                     2261.04                 2260.93   \n",
       "12062                     1889.48                 1889.46   \n",
       "12063                     1706.94                 1706.98   \n",
       "12064                     2127.51                 2127.58   \n",
       "12065                     1798.22                 1795.00   \n",
       "12066                     1216.56                 1216.56   \n",
       "12067                     2242.18                 2242.23   \n",
       "12068                     2510.27                 2510.30   \n",
       "12069                     2682.46                 2682.82   \n",
       "12070                     2122.83                 2122.86   \n",
       "12071                     1661.54                 1661.55   \n",
       "12072                     2091.52                 2091.89   \n",
       "12073                     3058.22                 3058.19   \n",
       "\n",
       "           11111.FLC006-year:1997  11111.FLC006-year:1998  \\\n",
       "region_id                                                   \n",
       "12051                      207.88                  207.89   \n",
       "12052                      150.34                  150.33   \n",
       "12053                      147.63                  147.63   \n",
       "12054                      109.34                  109.35   \n",
       "12060                     1494.30                 1494.32   \n",
       "12061                     2260.97                 2261.21   \n",
       "12062                     1889.40                 1889.40   \n",
       "12063                     1707.22                 1707.23   \n",
       "12064                     2127.59                 2127.60   \n",
       "12065                     1794.76                 1794.82   \n",
       "12066                     1216.58                 1216.61   \n",
       "12067                     2242.27                 2242.27   \n",
       "12068                     2510.32                 2510.35   \n",
       "12069                     2682.86                 2682.90   \n",
       "12070                     2122.92                 2122.94   \n",
       "12071                     1661.58                 1661.60   \n",
       "12072                     2091.90                 2091.92   \n",
       "12073                     3058.15                 3058.08   \n",
       "\n",
       "           11111.FLC006-year:1999  11111.FLC006-year:2000  \\\n",
       "region_id                                                   \n",
       "12051                      207.91                  207.98   \n",
       "12052                      150.36                  150.36   \n",
       "12053                      147.63                  147.60   \n",
       "12054                      109.37                  109.38   \n",
       "12060                     1494.34                 1494.32   \n",
       "12061                     2260.92                 2261.00   \n",
       "12062                     1889.37                 1889.39   \n",
       "12063                     1707.22                 1707.22   \n",
       "12064                     2127.67                 2127.72   \n",
       "12065                     1796.76                 1796.75   \n",
       "12066                     1216.63                 1216.63   \n",
       "12067                     2242.33                 2242.36   \n",
       "12068                     2508.71                 2508.72   \n",
       "12069                     2682.92                 2682.93   \n",
       "12070                     2122.96                 2122.99   \n",
       "12071                     1661.61                 1661.63   \n",
       "12072                     2091.95                 2091.98   \n",
       "12073                     3058.09                 3058.13   \n",
       "\n",
       "           11111.FLC006-year:2001  11111.FLC006-year:2002  \\\n",
       "region_id                                                   \n",
       "12051                      207.99                  207.99   \n",
       "12052                      150.38                  150.38   \n",
       "12053                      147.60                  147.60   \n",
       "12054                      109.39                  109.35   \n",
       "12060                     1494.34                 1494.31   \n",
       "12061                     2261.01                 2261.02   \n",
       "12062                     1889.41                 1889.35   \n",
       "12063                     1707.24                 1707.28   \n",
       "12064                     2127.70                 2128.15   \n",
       "12065                     1795.35                 1795.38   \n",
       "12066                     1216.63                 1216.61   \n",
       "12067                     2242.41                 2242.45   \n",
       "12068                     2508.77                 2508.76   \n",
       "12069                     2682.95                 2682.95   \n",
       "12070                     2123.02                 2123.07   \n",
       "12071                     1661.66                 1661.71   \n",
       "12072                     2092.01                 2092.01   \n",
       "12073                     3058.25                 3058.23   \n",
       "\n",
       "           11111.FLC006-year:2003  11111.FLC006-year:2004  ...  \\\n",
       "region_id                                                  ...   \n",
       "12051                      228.77                  228.77  ...   \n",
       "12052                      164.23                  164.28  ...   \n",
       "12053                      147.61                  147.62  ...   \n",
       "12054                      187.29                  187.27  ...   \n",
       "12060                     1494.32                 1494.31  ...   \n",
       "12061                     2261.01                 2261.04  ...   \n",
       "12062                     1889.36                 1889.33  ...   \n",
       "12063                     1716.80                 1716.95  ...   \n",
       "12064                     2127.87                 2128.12  ...   \n",
       "12065                     1795.52                 1795.64  ...   \n",
       "12066                     1216.61                 1216.62  ...   \n",
       "12067                     2242.49                 2242.65  ...   \n",
       "12068                     2508.96                 2509.19  ...   \n",
       "12069                     2574.98                 2575.03  ...   \n",
       "12070                     2123.29                 2123.28  ...   \n",
       "12071                     1647.87                 1647.89  ...   \n",
       "12072                     2092.03                 2092.05  ...   \n",
       "12073                     3058.13                 3058.04  ...   \n",
       "\n",
       "           11111.FLC006-year:2008  11111.FLC006-year:2009  \\\n",
       "region_id                                                   \n",
       "12051                      228.81                  228.82   \n",
       "12052                      164.28                  164.28   \n",
       "12053                      147.78                  147.81   \n",
       "12054                      187.37                  187.38   \n",
       "12060                     1492.85                 1471.64   \n",
       "12061                     2261.44                 2261.84   \n",
       "12062                     1889.41                 1889.43   \n",
       "12063                     1717.33                 1717.32   \n",
       "12064                     2128.21                 2149.64   \n",
       "12065                     1797.42                 1798.25   \n",
       "12066                     1216.67                 1216.71   \n",
       "12067                     2243.03                 2243.03   \n",
       "12068                     2509.42                 2508.61   \n",
       "12069                     2575.14                 2575.16   \n",
       "12070                     2123.36                 2123.39   \n",
       "12071                     1648.01                 1648.04   \n",
       "12072                     2092.26                 2092.30   \n",
       "12073                     3058.22                 3058.28   \n",
       "\n",
       "           11111.FLC006-year:2010  11111.FLC006-year:2011  \\\n",
       "region_id                                                   \n",
       "12051                      228.82                  228.85   \n",
       "12052                      164.29                  164.29   \n",
       "12053                      147.81                  147.81   \n",
       "12054                      187.53                  187.52   \n",
       "12060                     1471.55                 1471.57   \n",
       "12061                     2261.86                 2261.84   \n",
       "12062                     1889.44                 1889.39   \n",
       "12063                     1717.33                 1717.08   \n",
       "12064                     2150.15                 2150.40   \n",
       "12065                     1798.28                 1798.16   \n",
       "12066                     1216.87                 1216.89   \n",
       "12067                     2243.10                 2243.20   \n",
       "12068                     2508.65                 2509.40   \n",
       "12069                     2575.18                 2575.20   \n",
       "12070                     2123.62                 2123.62   \n",
       "12071                     1647.99                 1648.00   \n",
       "12072                     2092.31                 2092.35   \n",
       "12073                     3058.35                 3058.41   \n",
       "\n",
       "           11111.FLC006-year:2012  11111.FLC006-year:2013  \\\n",
       "region_id                                                   \n",
       "12051                      228.84                  229.71   \n",
       "12052                      164.29                  165.15   \n",
       "12053                      147.64                  147.85   \n",
       "12054                      187.66                  188.25   \n",
       "12060                     1471.55                 1479.69   \n",
       "12061                     2261.85                 2274.28   \n",
       "12062                     1889.40                 1899.57   \n",
       "12063                     1717.10                 1727.30   \n",
       "12064                     2150.48                 2158.65   \n",
       "12065                     1798.28                 1808.20   \n",
       "12066                     1216.90                 1223.08   \n",
       "12067                     2243.27                 2256.75   \n",
       "12068                     2509.43                 2526.56   \n",
       "12069                     2575.91                 2592.00   \n",
       "12070                     2123.64                 2138.59   \n",
       "12071                     1648.29                 1657.43   \n",
       "12072                     2092.38                 2104.20   \n",
       "12073                     3058.74                 3076.90   \n",
       "\n",
       "           11111.FLC006-year:2014  11111.FLC006-year:2015  \\\n",
       "region_id                                                   \n",
       "12051                      229.71                  229.72   \n",
       "12052                      165.15                  165.16   \n",
       "12053                      147.85                  147.85   \n",
       "12054                      188.25                  188.26   \n",
       "12060                     1479.68                 1479.68   \n",
       "12061                     2274.48                 2274.49   \n",
       "12062                     1899.57                 1899.57   \n",
       "12063                     1727.29                 1727.30   \n",
       "12064                     2158.65                 2158.65   \n",
       "12065                     1808.20                 1808.20   \n",
       "12066                     1223.08                 1223.09   \n",
       "12067                     2256.75                 2256.75   \n",
       "12068                     2526.56                 2526.56   \n",
       "12069                     2591.95                 2591.94   \n",
       "12070                     2138.59                 2138.59   \n",
       "12071                     1657.43                 1657.43   \n",
       "12072                     2104.20                 2104.22   \n",
       "12073                     3076.92                 3076.92   \n",
       "\n",
       "           11111.FLC006-year:2016  11111.FLC006-year:2017  \n",
       "region_id                                                  \n",
       "12051                      229.72                  229.72  \n",
       "12052                      165.62                  165.63  \n",
       "12053                      147.85                  147.85  \n",
       "12054                      188.26                  188.26  \n",
       "12060                     1479.67                 1479.59  \n",
       "12061                     2274.49                 2274.51  \n",
       "12062                     1899.57                 1899.60  \n",
       "12063                     1727.30                 1727.30  \n",
       "12064                     2158.65                 2158.65  \n",
       "12065                     1808.18                 1808.18  \n",
       "12066                     1223.09                 1223.07  \n",
       "12067                     2256.75                 2256.75  \n",
       "12068                     2526.57                 2526.56  \n",
       "12069                     2592.02                 2592.01  \n",
       "12070                     2138.55                 2138.55  \n",
       "12071                     1656.97                 1656.97  \n",
       "12072                     2104.23                 2104.22  \n",
       "12073                     3076.89                 3076.97  \n",
       "\n",
       "[18 rows x 23 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?data=11111:FLC006&level=3&parent=12&layout=region')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mehrere Regionen\n",
    "\n",
    "kann man mit Komma getrennt angeben: `region=10,12,13`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=11111:FLC006&region=10,12,13&layout=time\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>11111.FLC006-region_id:10</th>\n",
       "      <th>11111.FLC006-region_id:12</th>\n",
       "      <th>11111.FLC006-region_id:13</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>1995</td>\n",
       "      <td>2570.15</td>\n",
       "      <td>29478.67</td>\n",
       "      <td>23170.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1996</td>\n",
       "      <td>2570.15</td>\n",
       "      <td>29475.81</td>\n",
       "      <td>23170.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1997</td>\n",
       "      <td>2570.10</td>\n",
       "      <td>29476.01</td>\n",
       "      <td>23170.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1998</td>\n",
       "      <td>2570.19</td>\n",
       "      <td>29476.45</td>\n",
       "      <td>23170.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1999</td>\n",
       "      <td>2570.14</td>\n",
       "      <td>29476.75</td>\n",
       "      <td>23171.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2000</td>\n",
       "      <td>2568.51</td>\n",
       "      <td>29477.09</td>\n",
       "      <td>23172.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2001</td>\n",
       "      <td>2568.48</td>\n",
       "      <td>29476.10</td>\n",
       "      <td>23172.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2002</td>\n",
       "      <td>2568.51</td>\n",
       "      <td>29476.61</td>\n",
       "      <td>23173.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2003</td>\n",
       "      <td>2568.65</td>\n",
       "      <td>29477.14</td>\n",
       "      <td>23174.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2004</td>\n",
       "      <td>2568.70</td>\n",
       "      <td>29478.08</td>\n",
       "      <td>23178.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2005</td>\n",
       "      <td>2568.70</td>\n",
       "      <td>29478.63</td>\n",
       "      <td>23180.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2006</td>\n",
       "      <td>2568.65</td>\n",
       "      <td>29479.70</td>\n",
       "      <td>23182.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2007</td>\n",
       "      <td>2568.64</td>\n",
       "      <td>29480.29</td>\n",
       "      <td>23185.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2008</td>\n",
       "      <td>2568.65</td>\n",
       "      <td>29481.01</td>\n",
       "      <td>23186.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2009</td>\n",
       "      <td>2568.66</td>\n",
       "      <td>29481.95</td>\n",
       "      <td>23188.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2010</td>\n",
       "      <td>2568.75</td>\n",
       "      <td>29483.13</td>\n",
       "      <td>23190.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2011</td>\n",
       "      <td>2568.73</td>\n",
       "      <td>29483.98</td>\n",
       "      <td>23193.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2012</td>\n",
       "      <td>2568.70</td>\n",
       "      <td>29485.63</td>\n",
       "      <td>23209.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2013</td>\n",
       "      <td>2568.69</td>\n",
       "      <td>29654.16</td>\n",
       "      <td>23211.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2014</td>\n",
       "      <td>2568.73</td>\n",
       "      <td>29654.34</td>\n",
       "      <td>23212.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015</td>\n",
       "      <td>2568.73</td>\n",
       "      <td>29654.36</td>\n",
       "      <td>23212.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2016</td>\n",
       "      <td>2571.10</td>\n",
       "      <td>29654.38</td>\n",
       "      <td>23292.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2017</td>\n",
       "      <td>2571.10</td>\n",
       "      <td>29654.37</td>\n",
       "      <td>23293.30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      11111.FLC006-region_id:10  11111.FLC006-region_id:12  \\\n",
       "year                                                         \n",
       "1995                    2570.15                   29478.67   \n",
       "1996                    2570.15                   29475.81   \n",
       "1997                    2570.10                   29476.01   \n",
       "1998                    2570.19                   29476.45   \n",
       "1999                    2570.14                   29476.75   \n",
       "2000                    2568.51                   29477.09   \n",
       "2001                    2568.48                   29476.10   \n",
       "2002                    2568.51                   29476.61   \n",
       "2003                    2568.65                   29477.14   \n",
       "2004                    2568.70                   29478.08   \n",
       "2005                    2568.70                   29478.63   \n",
       "2006                    2568.65                   29479.70   \n",
       "2007                    2568.64                   29480.29   \n",
       "2008                    2568.65                   29481.01   \n",
       "2009                    2568.66                   29481.95   \n",
       "2010                    2568.75                   29483.13   \n",
       "2011                    2568.73                   29483.98   \n",
       "2012                    2568.70                   29485.63   \n",
       "2013                    2568.69                   29654.16   \n",
       "2014                    2568.73                   29654.34   \n",
       "2015                    2568.73                   29654.36   \n",
       "2016                    2571.10                   29654.38   \n",
       "2017                    2571.10                   29654.37   \n",
       "\n",
       "      11111.FLC006-region_id:13  \n",
       "year                             \n",
       "1995                   23170.29  \n",
       "1996                   23170.12  \n",
       "1997                   23170.17  \n",
       "1998                   23170.94  \n",
       "1999                   23171.41  \n",
       "2000                   23172.48  \n",
       "2001                   23172.89  \n",
       "2002                   23173.43  \n",
       "2003                   23174.10  \n",
       "2004                   23178.45  \n",
       "2005                   23180.14  \n",
       "2006                   23182.39  \n",
       "2007                   23185.34  \n",
       "2008                   23186.23  \n",
       "2009                   23188.98  \n",
       "2010                   23190.76  \n",
       "2011                   23193.18  \n",
       "2012                   23209.55  \n",
       "2013                   23211.05  \n",
       "2014                   23212.70  \n",
       "2015                   23212.74  \n",
       "2016                   23292.73  \n",
       "2017                   23293.30  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?data=11111:FLC006&region=10,12,13&layout=time')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Alle Kreise\n",
    "\n",
    "`level=3`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=11111:FLC006&level=3&layout=region\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>11111.FLC006-year:1995</th>\n",
       "      <th>11111.FLC006-year:1996</th>\n",
       "      <th>11111.FLC006-year:1997</th>\n",
       "      <th>11111.FLC006-year:1998</th>\n",
       "      <th>11111.FLC006-year:1999</th>\n",
       "      <th>11111.FLC006-year:2000</th>\n",
       "      <th>11111.FLC006-year:2001</th>\n",
       "      <th>11111.FLC006-year:2002</th>\n",
       "      <th>11111.FLC006-year:2003</th>\n",
       "      <th>11111.FLC006-year:2004</th>\n",
       "      <th>...</th>\n",
       "      <th>11111.FLC006-year:2008</th>\n",
       "      <th>11111.FLC006-year:2009</th>\n",
       "      <th>11111.FLC006-year:2010</th>\n",
       "      <th>11111.FLC006-year:2011</th>\n",
       "      <th>11111.FLC006-year:2012</th>\n",
       "      <th>11111.FLC006-year:2013</th>\n",
       "      <th>11111.FLC006-year:2014</th>\n",
       "      <th>11111.FLC006-year:2015</th>\n",
       "      <th>11111.FLC006-year:2016</th>\n",
       "      <th>11111.FLC006-year:2017</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>01001</td>\n",
       "      <td>56.44</td>\n",
       "      <td>56.44</td>\n",
       "      <td>56.44</td>\n",
       "      <td>56.44</td>\n",
       "      <td>56.44</td>\n",
       "      <td>56.46</td>\n",
       "      <td>56.46</td>\n",
       "      <td>56.38</td>\n",
       "      <td>56.37</td>\n",
       "      <td>56.38</td>\n",
       "      <td>...</td>\n",
       "      <td>56.74</td>\n",
       "      <td>56.74</td>\n",
       "      <td>56.74</td>\n",
       "      <td>56.74</td>\n",
       "      <td>56.74</td>\n",
       "      <td>56.74</td>\n",
       "      <td>56.74</td>\n",
       "      <td>56.74</td>\n",
       "      <td>56.74</td>\n",
       "      <td>56.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>01002</td>\n",
       "      <td>116.82</td>\n",
       "      <td>116.82</td>\n",
       "      <td>117.3</td>\n",
       "      <td>118.39</td>\n",
       "      <td>118.39</td>\n",
       "      <td>118.39</td>\n",
       "      <td>118.39</td>\n",
       "      <td>118.39</td>\n",
       "      <td>118.39</td>\n",
       "      <td>118.4</td>\n",
       "      <td>...</td>\n",
       "      <td>118.65</td>\n",
       "      <td>118.65</td>\n",
       "      <td>118.65</td>\n",
       "      <td>118.65</td>\n",
       "      <td>118.65</td>\n",
       "      <td>118.65</td>\n",
       "      <td>118.65</td>\n",
       "      <td>118.65</td>\n",
       "      <td>118.65</td>\n",
       "      <td>118.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>01003</td>\n",
       "      <td>214.16</td>\n",
       "      <td>214.14</td>\n",
       "      <td>214.14</td>\n",
       "      <td>214.14</td>\n",
       "      <td>214.14</td>\n",
       "      <td>214.14</td>\n",
       "      <td>214.14</td>\n",
       "      <td>214.14</td>\n",
       "      <td>214.14</td>\n",
       "      <td>214.13</td>\n",
       "      <td>...</td>\n",
       "      <td>214.2</td>\n",
       "      <td>214.21</td>\n",
       "      <td>214.21</td>\n",
       "      <td>214.21</td>\n",
       "      <td>214.21</td>\n",
       "      <td>214.21</td>\n",
       "      <td>214.21</td>\n",
       "      <td>214.21</td>\n",
       "      <td>214.21</td>\n",
       "      <td>214.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>01004</td>\n",
       "      <td>71.56</td>\n",
       "      <td>71.56</td>\n",
       "      <td>71.56</td>\n",
       "      <td>71.56</td>\n",
       "      <td>71.56</td>\n",
       "      <td>71.57</td>\n",
       "      <td>71.57</td>\n",
       "      <td>71.63</td>\n",
       "      <td>71.63</td>\n",
       "      <td>71.63</td>\n",
       "      <td>...</td>\n",
       "      <td>71.63</td>\n",
       "      <td>71.63</td>\n",
       "      <td>71.63</td>\n",
       "      <td>71.63</td>\n",
       "      <td>71.63</td>\n",
       "      <td>71.63</td>\n",
       "      <td>71.63</td>\n",
       "      <td>71.63</td>\n",
       "      <td>71.63</td>\n",
       "      <td>71.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>01051</td>\n",
       "      <td>1436.49</td>\n",
       "      <td>1436.35</td>\n",
       "      <td>1436.35</td>\n",
       "      <td>1433.68</td>\n",
       "      <td>1429.22</td>\n",
       "      <td>1429.37</td>\n",
       "      <td>1428.63</td>\n",
       "      <td>1428.64</td>\n",
       "      <td>1428.18</td>\n",
       "      <td>1428.21</td>\n",
       "      <td>...</td>\n",
       "      <td>1428.04</td>\n",
       "      <td>1428.01</td>\n",
       "      <td>1427.84</td>\n",
       "      <td>1428.09</td>\n",
       "      <td>1428.08</td>\n",
       "      <td>1428.09</td>\n",
       "      <td>1428.12</td>\n",
       "      <td>1428.13</td>\n",
       "      <td>1428.14</td>\n",
       "      <td>1428.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16073</td>\n",
       "      <td>1041.64</td>\n",
       "      <td>1041.64</td>\n",
       "      <td>1034.56</td>\n",
       "      <td>1034.56</td>\n",
       "      <td>1034.55</td>\n",
       "      <td>1034.55</td>\n",
       "      <td>1034.56</td>\n",
       "      <td>1034.57</td>\n",
       "      <td>1034.57</td>\n",
       "      <td>1034.58</td>\n",
       "      <td>...</td>\n",
       "      <td>1034.59</td>\n",
       "      <td>1034.59</td>\n",
       "      <td>1034.58</td>\n",
       "      <td>1034.58</td>\n",
       "      <td>1034.58</td>\n",
       "      <td>1034.63</td>\n",
       "      <td>1036.03</td>\n",
       "      <td>1036.03</td>\n",
       "      <td>1036.03</td>\n",
       "      <td>1036.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16074</td>\n",
       "      <td>817</td>\n",
       "      <td>817.01</td>\n",
       "      <td>817.04</td>\n",
       "      <td>817.03</td>\n",
       "      <td>817.02</td>\n",
       "      <td>817.01</td>\n",
       "      <td>817</td>\n",
       "      <td>816.99</td>\n",
       "      <td>816.99</td>\n",
       "      <td>816.99</td>\n",
       "      <td>...</td>\n",
       "      <td>816.98</td>\n",
       "      <td>816.98</td>\n",
       "      <td>816.97</td>\n",
       "      <td>816.97</td>\n",
       "      <td>816.97</td>\n",
       "      <td>816.97</td>\n",
       "      <td>815.23</td>\n",
       "      <td>815.25</td>\n",
       "      <td>815.24</td>\n",
       "      <td>815.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16075</td>\n",
       "      <td>1148.26</td>\n",
       "      <td>1148.25</td>\n",
       "      <td>1148.25</td>\n",
       "      <td>1148.25</td>\n",
       "      <td>1148.27</td>\n",
       "      <td>1148.27</td>\n",
       "      <td>1148.25</td>\n",
       "      <td>1148.41</td>\n",
       "      <td>1148.41</td>\n",
       "      <td>1148.41</td>\n",
       "      <td>...</td>\n",
       "      <td>1148.48</td>\n",
       "      <td>1148.52</td>\n",
       "      <td>1148.47</td>\n",
       "      <td>1148.47</td>\n",
       "      <td>1148.39</td>\n",
       "      <td>1148.39</td>\n",
       "      <td>1151.3</td>\n",
       "      <td>1151.3</td>\n",
       "      <td>1151.3</td>\n",
       "      <td>1151.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16076</td>\n",
       "      <td>843.4</td>\n",
       "      <td>843.41</td>\n",
       "      <td>843.41</td>\n",
       "      <td>843.42</td>\n",
       "      <td>843.46</td>\n",
       "      <td>843.48</td>\n",
       "      <td>843.5</td>\n",
       "      <td>843.51</td>\n",
       "      <td>843.51</td>\n",
       "      <td>843.52</td>\n",
       "      <td>...</td>\n",
       "      <td>843.49</td>\n",
       "      <td>843.5</td>\n",
       "      <td>843.52</td>\n",
       "      <td>843.52</td>\n",
       "      <td>843.53</td>\n",
       "      <td>843.54</td>\n",
       "      <td>845.97</td>\n",
       "      <td>845.98</td>\n",
       "      <td>845.98</td>\n",
       "      <td>845.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16077</td>\n",
       "      <td>569.08</td>\n",
       "      <td>569.08</td>\n",
       "      <td>569.09</td>\n",
       "      <td>569.09</td>\n",
       "      <td>569.08</td>\n",
       "      <td>569.08</td>\n",
       "      <td>569.08</td>\n",
       "      <td>569.08</td>\n",
       "      <td>569.08</td>\n",
       "      <td>569.09</td>\n",
       "      <td>...</td>\n",
       "      <td>569.08</td>\n",
       "      <td>569.08</td>\n",
       "      <td>569.08</td>\n",
       "      <td>569.09</td>\n",
       "      <td>569.1</td>\n",
       "      <td>569.09</td>\n",
       "      <td>569.41</td>\n",
       "      <td>569.41</td>\n",
       "      <td>569.41</td>\n",
       "      <td>569.41</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>474 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          11111.FLC006-year:1995 11111.FLC006-year:1996  \\\n",
       "region_id                                                 \n",
       "01001                      56.44                  56.44   \n",
       "01002                     116.82                 116.82   \n",
       "01003                     214.16                 214.14   \n",
       "01004                      71.56                  71.56   \n",
       "01051                    1436.49                1436.35   \n",
       "...                          ...                    ...   \n",
       "16073                    1041.64                1041.64   \n",
       "16074                        817                 817.01   \n",
       "16075                    1148.26                1148.25   \n",
       "16076                      843.4                 843.41   \n",
       "16077                     569.08                 569.08   \n",
       "\n",
       "          11111.FLC006-year:1997 11111.FLC006-year:1998  \\\n",
       "region_id                                                 \n",
       "01001                      56.44                  56.44   \n",
       "01002                      117.3                 118.39   \n",
       "01003                     214.14                 214.14   \n",
       "01004                      71.56                  71.56   \n",
       "01051                    1436.35                1433.68   \n",
       "...                          ...                    ...   \n",
       "16073                    1034.56                1034.56   \n",
       "16074                     817.04                 817.03   \n",
       "16075                    1148.25                1148.25   \n",
       "16076                     843.41                 843.42   \n",
       "16077                     569.09                 569.09   \n",
       "\n",
       "          11111.FLC006-year:1999 11111.FLC006-year:2000  \\\n",
       "region_id                                                 \n",
       "01001                      56.44                  56.46   \n",
       "01002                     118.39                 118.39   \n",
       "01003                     214.14                 214.14   \n",
       "01004                      71.56                  71.57   \n",
       "01051                    1429.22                1429.37   \n",
       "...                          ...                    ...   \n",
       "16073                    1034.55                1034.55   \n",
       "16074                     817.02                 817.01   \n",
       "16075                    1148.27                1148.27   \n",
       "16076                     843.46                 843.48   \n",
       "16077                     569.08                 569.08   \n",
       "\n",
       "          11111.FLC006-year:2001 11111.FLC006-year:2002  \\\n",
       "region_id                                                 \n",
       "01001                      56.46                  56.38   \n",
       "01002                     118.39                 118.39   \n",
       "01003                     214.14                 214.14   \n",
       "01004                      71.57                  71.63   \n",
       "01051                    1428.63                1428.64   \n",
       "...                          ...                    ...   \n",
       "16073                    1034.56                1034.57   \n",
       "16074                        817                 816.99   \n",
       "16075                    1148.25                1148.41   \n",
       "16076                      843.5                 843.51   \n",
       "16077                     569.08                 569.08   \n",
       "\n",
       "          11111.FLC006-year:2003 11111.FLC006-year:2004  ...  \\\n",
       "region_id                                                ...   \n",
       "01001                      56.37                  56.38  ...   \n",
       "01002                     118.39                  118.4  ...   \n",
       "01003                     214.14                 214.13  ...   \n",
       "01004                      71.63                  71.63  ...   \n",
       "01051                    1428.18                1428.21  ...   \n",
       "...                          ...                    ...  ...   \n",
       "16073                    1034.57                1034.58  ...   \n",
       "16074                     816.99                 816.99  ...   \n",
       "16075                    1148.41                1148.41  ...   \n",
       "16076                     843.51                 843.52  ...   \n",
       "16077                     569.08                 569.09  ...   \n",
       "\n",
       "          11111.FLC006-year:2008 11111.FLC006-year:2009  \\\n",
       "region_id                                                 \n",
       "01001                      56.74                  56.74   \n",
       "01002                     118.65                 118.65   \n",
       "01003                      214.2                 214.21   \n",
       "01004                      71.63                  71.63   \n",
       "01051                    1428.04                1428.01   \n",
       "...                          ...                    ...   \n",
       "16073                    1034.59                1034.59   \n",
       "16074                     816.98                 816.98   \n",
       "16075                    1148.48                1148.52   \n",
       "16076                     843.49                  843.5   \n",
       "16077                     569.08                 569.08   \n",
       "\n",
       "          11111.FLC006-year:2010 11111.FLC006-year:2011  \\\n",
       "region_id                                                 \n",
       "01001                      56.74                  56.74   \n",
       "01002                     118.65                 118.65   \n",
       "01003                     214.21                 214.21   \n",
       "01004                      71.63                  71.63   \n",
       "01051                    1427.84                1428.09   \n",
       "...                          ...                    ...   \n",
       "16073                    1034.58                1034.58   \n",
       "16074                     816.97                 816.97   \n",
       "16075                    1148.47                1148.47   \n",
       "16076                     843.52                 843.52   \n",
       "16077                     569.08                 569.09   \n",
       "\n",
       "          11111.FLC006-year:2012 11111.FLC006-year:2013  \\\n",
       "region_id                                                 \n",
       "01001                      56.74                  56.74   \n",
       "01002                     118.65                 118.65   \n",
       "01003                     214.21                 214.21   \n",
       "01004                      71.63                  71.63   \n",
       "01051                    1428.08                1428.09   \n",
       "...                          ...                    ...   \n",
       "16073                    1034.58                1034.63   \n",
       "16074                     816.97                 816.97   \n",
       "16075                    1148.39                1148.39   \n",
       "16076                     843.53                 843.54   \n",
       "16077                      569.1                 569.09   \n",
       "\n",
       "          11111.FLC006-year:2014 11111.FLC006-year:2015  \\\n",
       "region_id                                                 \n",
       "01001                      56.74                  56.74   \n",
       "01002                     118.65                 118.65   \n",
       "01003                     214.21                 214.21   \n",
       "01004                      71.63                  71.63   \n",
       "01051                    1428.12                1428.13   \n",
       "...                          ...                    ...   \n",
       "16073                    1036.03                1036.03   \n",
       "16074                     815.23                 815.25   \n",
       "16075                     1151.3                 1151.3   \n",
       "16076                     845.97                 845.98   \n",
       "16077                     569.41                 569.41   \n",
       "\n",
       "          11111.FLC006-year:2016 11111.FLC006-year:2017  \n",
       "region_id                                                \n",
       "01001                      56.74                  56.73  \n",
       "01002                     118.65                 118.65  \n",
       "01003                     214.21                 214.19  \n",
       "01004                      71.63                  71.66  \n",
       "01051                    1428.14                1428.17  \n",
       "...                          ...                    ...  \n",
       "16073                    1036.03                1036.03  \n",
       "16074                     815.24                 815.24  \n",
       "16075                     1151.3                 1151.3  \n",
       "16076                     845.98                 845.98  \n",
       "16077                     569.41                 569.41  \n",
       "\n",
       "[474 rows x 23 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?data=11111:FLC006&level=3&layout=region')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Zeitraum\n",
    "\n",
    "wird mit dem Parameter `?time` in Jahren angegeben. \n",
    "\n",
    "- `?time=2018` - Daten für 2018\n",
    "- `?time=2010:2018` - Daten von 2010 bis 2018\n",
    "- `?time=2015:` - Daten seit 2015\n",
    "- `?time=:2016` - Daten bis einschließlich 2016\n",
    "- `?time=2002,2012` - Daten für 2002 und 2012\n",
    "- `?time=last` - Daten des aktuellsten vorhandenen Jahres\n",
    "\n",
    "**default**: `?time=all` - alle verfügbaren Daten\n",
    "\n",
    "### Bevölkerungsentwicklung in den Bundesländern seit 2015\n",
    "\n",
    "Messwert: `BEVSTD` Bevölkerungsstand\n",
    "\n",
    "Statistik: `12411` Fortschreibung des Bevölkerungsstandes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=12411:BEVSTD&time=2015:&level=1&layout=region&sort=region\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>12411.BEVSTD-year:2015</th>\n",
       "      <th>12411.BEVSTD-year:2016</th>\n",
       "      <th>12411.BEVSTD-year:2017</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>01</td>\n",
       "      <td>2858714</td>\n",
       "      <td>2881926</td>\n",
       "      <td>2889821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>02</td>\n",
       "      <td>1787408</td>\n",
       "      <td>1810438</td>\n",
       "      <td>1830584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>03</td>\n",
       "      <td>7926599</td>\n",
       "      <td>7945685</td>\n",
       "      <td>7962775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>04</td>\n",
       "      <td>671489</td>\n",
       "      <td>678753</td>\n",
       "      <td>681032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>05</td>\n",
       "      <td>17865516</td>\n",
       "      <td>17890100</td>\n",
       "      <td>17912134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>06</td>\n",
       "      <td>6176172</td>\n",
       "      <td>6213088</td>\n",
       "      <td>6243262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>07</td>\n",
       "      <td>4052803</td>\n",
       "      <td>4066053</td>\n",
       "      <td>4073679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>08</td>\n",
       "      <td>10879618</td>\n",
       "      <td>10951893</td>\n",
       "      <td>11023425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>09</td>\n",
       "      <td>12843514</td>\n",
       "      <td>12930751</td>\n",
       "      <td>12997204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>995597</td>\n",
       "      <td>996651</td>\n",
       "      <td>994187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>3520031</td>\n",
       "      <td>3574830</td>\n",
       "      <td>3613495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>2484826</td>\n",
       "      <td>2494648</td>\n",
       "      <td>2504040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>1612362</td>\n",
       "      <td>1610674</td>\n",
       "      <td>1611119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>4084851</td>\n",
       "      <td>4081783</td>\n",
       "      <td>4081308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>2245470</td>\n",
       "      <td>2236252</td>\n",
       "      <td>2223081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>2170714</td>\n",
       "      <td>2158128</td>\n",
       "      <td>2151205</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           12411.BEVSTD-year:2015  12411.BEVSTD-year:2016  \\\n",
       "region_id                                                   \n",
       "01                        2858714                 2881926   \n",
       "02                        1787408                 1810438   \n",
       "03                        7926599                 7945685   \n",
       "04                         671489                  678753   \n",
       "05                       17865516                17890100   \n",
       "06                        6176172                 6213088   \n",
       "07                        4052803                 4066053   \n",
       "08                       10879618                10951893   \n",
       "09                       12843514                12930751   \n",
       "10                         995597                  996651   \n",
       "11                        3520031                 3574830   \n",
       "12                        2484826                 2494648   \n",
       "13                        1612362                 1610674   \n",
       "14                        4084851                 4081783   \n",
       "15                        2245470                 2236252   \n",
       "16                        2170714                 2158128   \n",
       "\n",
       "           12411.BEVSTD-year:2017  \n",
       "region_id                          \n",
       "01                        2889821  \n",
       "02                        1830584  \n",
       "03                        7962775  \n",
       "04                         681032  \n",
       "05                       17912134  \n",
       "06                        6243262  \n",
       "07                        4073679  \n",
       "08                       11023425  \n",
       "09                       12997204  \n",
       "10                         994187  \n",
       "11                        3613495  \n",
       "12                        2504040  \n",
       "13                        1611119  \n",
       "14                        4081308  \n",
       "15                        2223081  \n",
       "16                        2151205  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?data=12411:BEVSTD&time=2015:&level=1&layout=region&sort=region')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=12411:BEVSTD&time=2015:&level=1&layout=time&sort=region\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>12411.BEVSTD-region_id:01</th>\n",
       "      <th>12411.BEVSTD-region_id:02</th>\n",
       "      <th>12411.BEVSTD-region_id:03</th>\n",
       "      <th>12411.BEVSTD-region_id:04</th>\n",
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       "      <th>12411.BEVSTD-region_id:11</th>\n",
       "      <th>12411.BEVSTD-region_id:12</th>\n",
       "      <th>12411.BEVSTD-region_id:13</th>\n",
       "      <th>12411.BEVSTD-region_id:14</th>\n",
       "      <th>12411.BEVSTD-region_id:15</th>\n",
       "      <th>12411.BEVSTD-region_id:16</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2015</td>\n",
       "      <td>2858714</td>\n",
       "      <td>1787408</td>\n",
       "      <td>7926599</td>\n",
       "      <td>671489</td>\n",
       "      <td>17865516</td>\n",
       "      <td>6176172</td>\n",
       "      <td>4052803</td>\n",
       "      <td>10879618</td>\n",
       "      <td>12843514</td>\n",
       "      <td>995597</td>\n",
       "      <td>3520031</td>\n",
       "      <td>2484826</td>\n",
       "      <td>1612362</td>\n",
       "      <td>4084851</td>\n",
       "      <td>2245470</td>\n",
       "      <td>2170714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2016</td>\n",
       "      <td>2881926</td>\n",
       "      <td>1810438</td>\n",
       "      <td>7945685</td>\n",
       "      <td>678753</td>\n",
       "      <td>17890100</td>\n",
       "      <td>6213088</td>\n",
       "      <td>4066053</td>\n",
       "      <td>10951893</td>\n",
       "      <td>12930751</td>\n",
       "      <td>996651</td>\n",
       "      <td>3574830</td>\n",
       "      <td>2494648</td>\n",
       "      <td>1610674</td>\n",
       "      <td>4081783</td>\n",
       "      <td>2236252</td>\n",
       "      <td>2158128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2017</td>\n",
       "      <td>2889821</td>\n",
       "      <td>1830584</td>\n",
       "      <td>7962775</td>\n",
       "      <td>681032</td>\n",
       "      <td>17912134</td>\n",
       "      <td>6243262</td>\n",
       "      <td>4073679</td>\n",
       "      <td>11023425</td>\n",
       "      <td>12997204</td>\n",
       "      <td>994187</td>\n",
       "      <td>3613495</td>\n",
       "      <td>2504040</td>\n",
       "      <td>1611119</td>\n",
       "      <td>4081308</td>\n",
       "      <td>2223081</td>\n",
       "      <td>2151205</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      12411.BEVSTD-region_id:01  12411.BEVSTD-region_id:02  \\\n",
       "year                                                         \n",
       "2015                    2858714                    1787408   \n",
       "2016                    2881926                    1810438   \n",
       "2017                    2889821                    1830584   \n",
       "\n",
       "      12411.BEVSTD-region_id:03  12411.BEVSTD-region_id:04  \\\n",
       "year                                                         \n",
       "2015                    7926599                     671489   \n",
       "2016                    7945685                     678753   \n",
       "2017                    7962775                     681032   \n",
       "\n",
       "      12411.BEVSTD-region_id:05  12411.BEVSTD-region_id:06  \\\n",
       "year                                                         \n",
       "2015                   17865516                    6176172   \n",
       "2016                   17890100                    6213088   \n",
       "2017                   17912134                    6243262   \n",
       "\n",
       "      12411.BEVSTD-region_id:07  12411.BEVSTD-region_id:08  \\\n",
       "year                                                         \n",
       "2015                    4052803                   10879618   \n",
       "2016                    4066053                   10951893   \n",
       "2017                    4073679                   11023425   \n",
       "\n",
       "      12411.BEVSTD-region_id:09  12411.BEVSTD-region_id:10  \\\n",
       "year                                                         \n",
       "2015                   12843514                     995597   \n",
       "2016                   12930751                     996651   \n",
       "2017                   12997204                     994187   \n",
       "\n",
       "      12411.BEVSTD-region_id:11  12411.BEVSTD-region_id:12  \\\n",
       "year                                                         \n",
       "2015                    3520031                    2484826   \n",
       "2016                    3574830                    2494648   \n",
       "2017                    3613495                    2504040   \n",
       "\n",
       "      12411.BEVSTD-region_id:13  12411.BEVSTD-region_id:14  \\\n",
       "year                                                         \n",
       "2015                    1612362                    4084851   \n",
       "2016                    1610674                    4081783   \n",
       "2017                    1611119                    4081308   \n",
       "\n",
       "      12411.BEVSTD-region_id:15  12411.BEVSTD-region_id:16  \n",
       "year                                                        \n",
       "2015                    2245470                    2170714  \n",
       "2016                    2236252                    2158128  \n",
       "2017                    2223081                    2151205  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?data=12411:BEVSTD&time=2015:&level=1&layout=time&sort=region')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=82111:BWS005(WZ08SE:INSGESAMT)&layout=region&level=1\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2000</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2001</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2002</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2003</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2004</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2005</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2006</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2007</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2008</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2009</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2010</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2011</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2012</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2013</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2014</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2015</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2016</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2017</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>01</td>\n",
       "      <td>57867711</td>\n",
       "      <td>59730677</td>\n",
       "      <td>59105197</td>\n",
       "      <td>59720320</td>\n",
       "      <td>61232386</td>\n",
       "      <td>61571703</td>\n",
       "      <td>63431130</td>\n",
       "      <td>64769829</td>\n",
       "      <td>66900701</td>\n",
       "      <td>64811186</td>\n",
       "      <td>66497746</td>\n",
       "      <td>68802878</td>\n",
       "      <td>71742315</td>\n",
       "      <td>73304370</td>\n",
       "      <td>75863090</td>\n",
       "      <td>77672903</td>\n",
       "      <td>80506109</td>\n",
       "      <td>84308699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>02</td>\n",
       "      <td>70476803</td>\n",
       "      <td>74535730</td>\n",
       "      <td>75904015</td>\n",
       "      <td>76075699</td>\n",
       "      <td>77979701</td>\n",
       "      <td>79581906</td>\n",
       "      <td>80667541</td>\n",
       "      <td>83128185</td>\n",
       "      <td>85596843</td>\n",
       "      <td>82282148</td>\n",
       "      <td>85106990</td>\n",
       "      <td>86117098</td>\n",
       "      <td>88078677</td>\n",
       "      <td>91974547</td>\n",
       "      <td>94428250</td>\n",
       "      <td>99355219</td>\n",
       "      <td>100646471</td>\n",
       "      <td>104922865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>03</td>\n",
       "      <td>165837608</td>\n",
       "      <td>169030937</td>\n",
       "      <td>168138738</td>\n",
       "      <td>168618828</td>\n",
       "      <td>173568758</td>\n",
       "      <td>177177259</td>\n",
       "      <td>184963450</td>\n",
       "      <td>192029494</td>\n",
       "      <td>197223362</td>\n",
       "      <td>188247030</td>\n",
       "      <td>200535047</td>\n",
       "      <td>211884632</td>\n",
       "      <td>217025842</td>\n",
       "      <td>220930173</td>\n",
       "      <td>230693056</td>\n",
       "      <td>233437561</td>\n",
       "      <td>251416501</td>\n",
       "      <td>259440533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>04</td>\n",
       "      <td>20171028</td>\n",
       "      <td>20925623</td>\n",
       "      <td>21547092</td>\n",
       "      <td>22071524</td>\n",
       "      <td>22377827</td>\n",
       "      <td>22720439</td>\n",
       "      <td>23778060</td>\n",
       "      <td>24551120</td>\n",
       "      <td>24877446</td>\n",
       "      <td>22573986</td>\n",
       "      <td>24043170</td>\n",
       "      <td>24849649</td>\n",
       "      <td>25944106</td>\n",
       "      <td>26239991</td>\n",
       "      <td>27079007</td>\n",
       "      <td>28002924</td>\n",
       "      <td>28628470</td>\n",
       "      <td>29781068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>05</td>\n",
       "      <td>422977217</td>\n",
       "      <td>433473260</td>\n",
       "      <td>441558076</td>\n",
       "      <td>441069407</td>\n",
       "      <td>454619688</td>\n",
       "      <td>460190184</td>\n",
       "      <td>475323483</td>\n",
       "      <td>502080925</td>\n",
       "      <td>514948864</td>\n",
       "      <td>493770811</td>\n",
       "      <td>509476655</td>\n",
       "      <td>528876222</td>\n",
       "      <td>535869455</td>\n",
       "      <td>547736312</td>\n",
       "      <td>567736091</td>\n",
       "      <td>584377367</td>\n",
       "      <td>598594793</td>\n",
       "      <td>617732568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>06</td>\n",
       "      <td>175465934</td>\n",
       "      <td>182203538</td>\n",
       "      <td>183366218</td>\n",
       "      <td>187786800</td>\n",
       "      <td>190904987</td>\n",
       "      <td>192072906</td>\n",
       "      <td>198041964</td>\n",
       "      <td>204667618</td>\n",
       "      <td>207430702</td>\n",
       "      <td>196920392</td>\n",
       "      <td>204421988</td>\n",
       "      <td>211606627</td>\n",
       "      <td>213887156</td>\n",
       "      <td>219363497</td>\n",
       "      <td>228404713</td>\n",
       "      <td>235634543</td>\n",
       "      <td>246121318</td>\n",
       "      <td>253276577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>07</td>\n",
       "      <td>84908552</td>\n",
       "      <td>85391550</td>\n",
       "      <td>87356112</td>\n",
       "      <td>87700908</td>\n",
       "      <td>90769496</td>\n",
       "      <td>91218971</td>\n",
       "      <td>94655671</td>\n",
       "      <td>98480214</td>\n",
       "      <td>100166628</td>\n",
       "      <td>97214197</td>\n",
       "      <td>102888370</td>\n",
       "      <td>107438003</td>\n",
       "      <td>110280641</td>\n",
       "      <td>112693133</td>\n",
       "      <td>117445740</td>\n",
       "      <td>123341835</td>\n",
       "      <td>126228871</td>\n",
       "      <td>129579785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>08</td>\n",
       "      <td>279239462</td>\n",
       "      <td>292356708</td>\n",
       "      <td>294708407</td>\n",
       "      <td>296909044</td>\n",
       "      <td>301488933</td>\n",
       "      <td>304294942</td>\n",
       "      <td>322908465</td>\n",
       "      <td>339332049</td>\n",
       "      <td>343202888</td>\n",
       "      <td>318932743</td>\n",
       "      <td>346368099</td>\n",
       "      <td>364649271</td>\n",
       "      <td>371744584</td>\n",
       "      <td>381693337</td>\n",
       "      <td>396820642</td>\n",
       "      <td>417545540</td>\n",
       "      <td>428828255</td>\n",
       "      <td>446402692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>09</td>\n",
       "      <td>323612720</td>\n",
       "      <td>336653673</td>\n",
       "      <td>345208243</td>\n",
       "      <td>341686338</td>\n",
       "      <td>353981142</td>\n",
       "      <td>359171405</td>\n",
       "      <td>373518905</td>\n",
       "      <td>390112161</td>\n",
       "      <td>393086089</td>\n",
       "      <td>382818910</td>\n",
       "      <td>405119912</td>\n",
       "      <td>431584041</td>\n",
       "      <td>443925768</td>\n",
       "      <td>458002317</td>\n",
       "      <td>477684544</td>\n",
       "      <td>498543510</td>\n",
       "      <td>521208920</td>\n",
       "      <td>545791450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>22923846</td>\n",
       "      <td>23468699</td>\n",
       "      <td>23508725</td>\n",
       "      <td>23692321</td>\n",
       "      <td>24799671</td>\n",
       "      <td>25994465</td>\n",
       "      <td>27044806</td>\n",
       "      <td>28210895</td>\n",
       "      <td>28545656</td>\n",
       "      <td>25739593</td>\n",
       "      <td>27261667</td>\n",
       "      <td>28773764</td>\n",
       "      <td>29003958</td>\n",
       "      <td>28766644</td>\n",
       "      <td>30131209</td>\n",
       "      <td>30927083</td>\n",
       "      <td>31185326</td>\n",
       "      <td>32047039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>76979573</td>\n",
       "      <td>77883744</td>\n",
       "      <td>78065208</td>\n",
       "      <td>77196132</td>\n",
       "      <td>77395769</td>\n",
       "      <td>78957311</td>\n",
       "      <td>81787856</td>\n",
       "      <td>85186492</td>\n",
       "      <td>89336951</td>\n",
       "      <td>89057296</td>\n",
       "      <td>92948391</td>\n",
       "      <td>97139132</td>\n",
       "      <td>98765902</td>\n",
       "      <td>101304330</td>\n",
       "      <td>106202940</td>\n",
       "      <td>112780342</td>\n",
       "      <td>120410759</td>\n",
       "      <td>125931874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>40309112</td>\n",
       "      <td>41383611</td>\n",
       "      <td>41962119</td>\n",
       "      <td>42190562</td>\n",
       "      <td>43457417</td>\n",
       "      <td>44083775</td>\n",
       "      <td>45972218</td>\n",
       "      <td>47692084</td>\n",
       "      <td>49375888</td>\n",
       "      <td>48111582</td>\n",
       "      <td>50422638</td>\n",
       "      <td>51865111</td>\n",
       "      <td>53011177</td>\n",
       "      <td>54682274</td>\n",
       "      <td>57776295</td>\n",
       "      <td>59541736</td>\n",
       "      <td>61764700</td>\n",
       "      <td>64157974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>26274597</td>\n",
       "      <td>26747961</td>\n",
       "      <td>27029623</td>\n",
       "      <td>27217375</td>\n",
       "      <td>27765109</td>\n",
       "      <td>27898620</td>\n",
       "      <td>28649041</td>\n",
       "      <td>30128982</td>\n",
       "      <td>30994459</td>\n",
       "      <td>30593522</td>\n",
       "      <td>31467156</td>\n",
       "      <td>32573184</td>\n",
       "      <td>32988218</td>\n",
       "      <td>34235528</td>\n",
       "      <td>35665877</td>\n",
       "      <td>36482272</td>\n",
       "      <td>37357790</td>\n",
       "      <td>39444123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>68128803</td>\n",
       "      <td>70451825</td>\n",
       "      <td>73144477</td>\n",
       "      <td>74518256</td>\n",
       "      <td>76782111</td>\n",
       "      <td>76604268</td>\n",
       "      <td>80310694</td>\n",
       "      <td>83637958</td>\n",
       "      <td>84550265</td>\n",
       "      <td>81791263</td>\n",
       "      <td>85534046</td>\n",
       "      <td>89385319</td>\n",
       "      <td>91226631</td>\n",
       "      <td>93765371</td>\n",
       "      <td>98543251</td>\n",
       "      <td>102762493</td>\n",
       "      <td>106766567</td>\n",
       "      <td>110243953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>38275419</td>\n",
       "      <td>38915837</td>\n",
       "      <td>40347548</td>\n",
       "      <td>40555571</td>\n",
       "      <td>41475668</td>\n",
       "      <td>41503490</td>\n",
       "      <td>43329874</td>\n",
       "      <td>45126767</td>\n",
       "      <td>45764499</td>\n",
       "      <td>43539013</td>\n",
       "      <td>46207790</td>\n",
       "      <td>46747024</td>\n",
       "      <td>48722193</td>\n",
       "      <td>49641197</td>\n",
       "      <td>50886377</td>\n",
       "      <td>52309890</td>\n",
       "      <td>53870337</td>\n",
       "      <td>55583414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>35788622</td>\n",
       "      <td>36776638</td>\n",
       "      <td>37394196</td>\n",
       "      <td>38054909</td>\n",
       "      <td>39027353</td>\n",
       "      <td>39044348</td>\n",
       "      <td>40588869</td>\n",
       "      <td>42225230</td>\n",
       "      <td>42663770</td>\n",
       "      <td>40832320</td>\n",
       "      <td>43395344</td>\n",
       "      <td>45786030</td>\n",
       "      <td>46379361</td>\n",
       "      <td>48322979</td>\n",
       "      <td>51082915</td>\n",
       "      <td>52621778</td>\n",
       "      <td>54204805</td>\n",
       "      <td>56051379</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2000  \\\n",
       "region_id                                             \n",
       "01                                         57867711   \n",
       "02                                         70476803   \n",
       "03                                        165837608   \n",
       "04                                         20171028   \n",
       "05                                        422977217   \n",
       "06                                        175465934   \n",
       "07                                         84908552   \n",
       "08                                        279239462   \n",
       "09                                        323612720   \n",
       "10                                         22923846   \n",
       "11                                         76979573   \n",
       "12                                         40309112   \n",
       "13                                         26274597   \n",
       "14                                         68128803   \n",
       "15                                         38275419   \n",
       "16                                         35788622   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2001  \\\n",
       "region_id                                             \n",
       "01                                         59730677   \n",
       "02                                         74535730   \n",
       "03                                        169030937   \n",
       "04                                         20925623   \n",
       "05                                        433473260   \n",
       "06                                        182203538   \n",
       "07                                         85391550   \n",
       "08                                        292356708   \n",
       "09                                        336653673   \n",
       "10                                         23468699   \n",
       "11                                         77883744   \n",
       "12                                         41383611   \n",
       "13                                         26747961   \n",
       "14                                         70451825   \n",
       "15                                         38915837   \n",
       "16                                         36776638   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2002  \\\n",
       "region_id                                             \n",
       "01                                         59105197   \n",
       "02                                         75904015   \n",
       "03                                        168138738   \n",
       "04                                         21547092   \n",
       "05                                        441558076   \n",
       "06                                        183366218   \n",
       "07                                         87356112   \n",
       "08                                        294708407   \n",
       "09                                        345208243   \n",
       "10                                         23508725   \n",
       "11                                         78065208   \n",
       "12                                         41962119   \n",
       "13                                         27029623   \n",
       "14                                         73144477   \n",
       "15                                         40347548   \n",
       "16                                         37394196   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2003  \\\n",
       "region_id                                             \n",
       "01                                         59720320   \n",
       "02                                         76075699   \n",
       "03                                        168618828   \n",
       "04                                         22071524   \n",
       "05                                        441069407   \n",
       "06                                        187786800   \n",
       "07                                         87700908   \n",
       "08                                        296909044   \n",
       "09                                        341686338   \n",
       "10                                         23692321   \n",
       "11                                         77196132   \n",
       "12                                         42190562   \n",
       "13                                         27217375   \n",
       "14                                         74518256   \n",
       "15                                         40555571   \n",
       "16                                         38054909   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2004  \\\n",
       "region_id                                             \n",
       "01                                         61232386   \n",
       "02                                         77979701   \n",
       "03                                        173568758   \n",
       "04                                         22377827   \n",
       "05                                        454619688   \n",
       "06                                        190904987   \n",
       "07                                         90769496   \n",
       "08                                        301488933   \n",
       "09                                        353981142   \n",
       "10                                         24799671   \n",
       "11                                         77395769   \n",
       "12                                         43457417   \n",
       "13                                         27765109   \n",
       "14                                         76782111   \n",
       "15                                         41475668   \n",
       "16                                         39027353   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2005  \\\n",
       "region_id                                             \n",
       "01                                         61571703   \n",
       "02                                         79581906   \n",
       "03                                        177177259   \n",
       "04                                         22720439   \n",
       "05                                        460190184   \n",
       "06                                        192072906   \n",
       "07                                         91218971   \n",
       "08                                        304294942   \n",
       "09                                        359171405   \n",
       "10                                         25994465   \n",
       "11                                         78957311   \n",
       "12                                         44083775   \n",
       "13                                         27898620   \n",
       "14                                         76604268   \n",
       "15                                         41503490   \n",
       "16                                         39044348   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2006  \\\n",
       "region_id                                             \n",
       "01                                         63431130   \n",
       "02                                         80667541   \n",
       "03                                        184963450   \n",
       "04                                         23778060   \n",
       "05                                        475323483   \n",
       "06                                        198041964   \n",
       "07                                         94655671   \n",
       "08                                        322908465   \n",
       "09                                        373518905   \n",
       "10                                         27044806   \n",
       "11                                         81787856   \n",
       "12                                         45972218   \n",
       "13                                         28649041   \n",
       "14                                         80310694   \n",
       "15                                         43329874   \n",
       "16                                         40588869   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2007  \\\n",
       "region_id                                             \n",
       "01                                         64769829   \n",
       "02                                         83128185   \n",
       "03                                        192029494   \n",
       "04                                         24551120   \n",
       "05                                        502080925   \n",
       "06                                        204667618   \n",
       "07                                         98480214   \n",
       "08                                        339332049   \n",
       "09                                        390112161   \n",
       "10                                         28210895   \n",
       "11                                         85186492   \n",
       "12                                         47692084   \n",
       "13                                         30128982   \n",
       "14                                         83637958   \n",
       "15                                         45126767   \n",
       "16                                         42225230   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2008  \\\n",
       "region_id                                             \n",
       "01                                         66900701   \n",
       "02                                         85596843   \n",
       "03                                        197223362   \n",
       "04                                         24877446   \n",
       "05                                        514948864   \n",
       "06                                        207430702   \n",
       "07                                        100166628   \n",
       "08                                        343202888   \n",
       "09                                        393086089   \n",
       "10                                         28545656   \n",
       "11                                         89336951   \n",
       "12                                         49375888   \n",
       "13                                         30994459   \n",
       "14                                         84550265   \n",
       "15                                         45764499   \n",
       "16                                         42663770   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2009  \\\n",
       "region_id                                             \n",
       "01                                         64811186   \n",
       "02                                         82282148   \n",
       "03                                        188247030   \n",
       "04                                         22573986   \n",
       "05                                        493770811   \n",
       "06                                        196920392   \n",
       "07                                         97214197   \n",
       "08                                        318932743   \n",
       "09                                        382818910   \n",
       "10                                         25739593   \n",
       "11                                         89057296   \n",
       "12                                         48111582   \n",
       "13                                         30593522   \n",
       "14                                         81791263   \n",
       "15                                         43539013   \n",
       "16                                         40832320   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2010  \\\n",
       "region_id                                             \n",
       "01                                         66497746   \n",
       "02                                         85106990   \n",
       "03                                        200535047   \n",
       "04                                         24043170   \n",
       "05                                        509476655   \n",
       "06                                        204421988   \n",
       "07                                        102888370   \n",
       "08                                        346368099   \n",
       "09                                        405119912   \n",
       "10                                         27261667   \n",
       "11                                         92948391   \n",
       "12                                         50422638   \n",
       "13                                         31467156   \n",
       "14                                         85534046   \n",
       "15                                         46207790   \n",
       "16                                         43395344   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2011  \\\n",
       "region_id                                             \n",
       "01                                         68802878   \n",
       "02                                         86117098   \n",
       "03                                        211884632   \n",
       "04                                         24849649   \n",
       "05                                        528876222   \n",
       "06                                        211606627   \n",
       "07                                        107438003   \n",
       "08                                        364649271   \n",
       "09                                        431584041   \n",
       "10                                         28773764   \n",
       "11                                         97139132   \n",
       "12                                         51865111   \n",
       "13                                         32573184   \n",
       "14                                         89385319   \n",
       "15                                         46747024   \n",
       "16                                         45786030   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2012  \\\n",
       "region_id                                             \n",
       "01                                         71742315   \n",
       "02                                         88078677   \n",
       "03                                        217025842   \n",
       "04                                         25944106   \n",
       "05                                        535869455   \n",
       "06                                        213887156   \n",
       "07                                        110280641   \n",
       "08                                        371744584   \n",
       "09                                        443925768   \n",
       "10                                         29003958   \n",
       "11                                         98765902   \n",
       "12                                         53011177   \n",
       "13                                         32988218   \n",
       "14                                         91226631   \n",
       "15                                         48722193   \n",
       "16                                         46379361   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2013  \\\n",
       "region_id                                             \n",
       "01                                         73304370   \n",
       "02                                         91974547   \n",
       "03                                        220930173   \n",
       "04                                         26239991   \n",
       "05                                        547736312   \n",
       "06                                        219363497   \n",
       "07                                        112693133   \n",
       "08                                        381693337   \n",
       "09                                        458002317   \n",
       "10                                         28766644   \n",
       "11                                        101304330   \n",
       "12                                         54682274   \n",
       "13                                         34235528   \n",
       "14                                         93765371   \n",
       "15                                         49641197   \n",
       "16                                         48322979   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2014  \\\n",
       "region_id                                             \n",
       "01                                         75863090   \n",
       "02                                         94428250   \n",
       "03                                        230693056   \n",
       "04                                         27079007   \n",
       "05                                        567736091   \n",
       "06                                        228404713   \n",
       "07                                        117445740   \n",
       "08                                        396820642   \n",
       "09                                        477684544   \n",
       "10                                         30131209   \n",
       "11                                        106202940   \n",
       "12                                         57776295   \n",
       "13                                         35665877   \n",
       "14                                         98543251   \n",
       "15                                         50886377   \n",
       "16                                         51082915   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2015  \\\n",
       "region_id                                             \n",
       "01                                         77672903   \n",
       "02                                         99355219   \n",
       "03                                        233437561   \n",
       "04                                         28002924   \n",
       "05                                        584377367   \n",
       "06                                        235634543   \n",
       "07                                        123341835   \n",
       "08                                        417545540   \n",
       "09                                        498543510   \n",
       "10                                         30927083   \n",
       "11                                        112780342   \n",
       "12                                         59541736   \n",
       "13                                         36482272   \n",
       "14                                        102762493   \n",
       "15                                         52309890   \n",
       "16                                         52621778   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2016  \\\n",
       "region_id                                             \n",
       "01                                         80506109   \n",
       "02                                        100646471   \n",
       "03                                        251416501   \n",
       "04                                         28628470   \n",
       "05                                        598594793   \n",
       "06                                        246121318   \n",
       "07                                        126228871   \n",
       "08                                        428828255   \n",
       "09                                        521208920   \n",
       "10                                         31185326   \n",
       "11                                        120410759   \n",
       "12                                         61764700   \n",
       "13                                         37357790   \n",
       "14                                        106766567   \n",
       "15                                         53870337   \n",
       "16                                         54204805   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2017  \n",
       "region_id                                            \n",
       "01                                         84308699  \n",
       "02                                        104922865  \n",
       "03                                        259440533  \n",
       "04                                         29781068  \n",
       "05                                        617732568  \n",
       "06                                        253276577  \n",
       "07                                        129579785  \n",
       "08                                        446402692  \n",
       "09                                        545791450  \n",
       "10                                         32047039  \n",
       "11                                        125931874  \n",
       "12                                         64157974  \n",
       "13                                         39444123  \n",
       "14                                        110243953  \n",
       "15                                         55583414  \n",
       "16                                         56051379  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?data=82111:BWS005(WZ08SE:INSGESAMT)&layout=region&level=1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=82111:BWS005(WZ08SE:INSGESAMT)&layout=region&level=3&sort=region\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2000</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2001</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2002</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2003</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2004</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2005</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2006</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2007</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2008</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2009</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2010</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2011</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2012</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2013</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2014</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2015</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2016</th>\n",
       "      <th>82111:BWS005(WZ08SE:INSGESAMT)-year:2017</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region_id</th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "  <tbody>\n",
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       "      <td>01001</td>\n",
       "      <td>2.3624e+06</td>\n",
       "      <td>2.38971e+06</td>\n",
       "      <td>2.45369e+06</td>\n",
       "      <td>2.47132e+06</td>\n",
       "      <td>2.65229e+06</td>\n",
       "      <td>2.72732e+06</td>\n",
       "      <td>2.8358e+06</td>\n",
       "      <td>2.85958e+06</td>\n",
       "      <td>2.92505e+06</td>\n",
       "      <td>2.80591e+06</td>\n",
       "      <td>2.82095e+06</td>\n",
       "      <td>2.85644e+06</td>\n",
       "      <td>2.92296e+06</td>\n",
       "      <td>2.96437e+06</td>\n",
       "      <td>2994967</td>\n",
       "      <td>3186463</td>\n",
       "      <td>3247885</td>\n",
       "      <td>3.39073e+06</td>\n",
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       "    <tr>\n",
       "      <td>01002</td>\n",
       "      <td>7.06259e+06</td>\n",
       "      <td>7.22814e+06</td>\n",
       "      <td>6.92079e+06</td>\n",
       "      <td>7.27842e+06</td>\n",
       "      <td>7.27678e+06</td>\n",
       "      <td>7.38827e+06</td>\n",
       "      <td>7.72471e+06</td>\n",
       "      <td>7.7088e+06</td>\n",
       "      <td>8.15248e+06</td>\n",
       "      <td>8.15423e+06</td>\n",
       "      <td>8.19835e+06</td>\n",
       "      <td>8.46326e+06</td>\n",
       "      <td>8.60717e+06</td>\n",
       "      <td>9.08142e+06</td>\n",
       "      <td>9525522</td>\n",
       "      <td>9671340</td>\n",
       "      <td>10027107</td>\n",
       "      <td>1.04997e+07</td>\n",
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       "    <tr>\n",
       "      <td>01003</td>\n",
       "      <td>5.09467e+06</td>\n",
       "      <td>5.20068e+06</td>\n",
       "      <td>5.33479e+06</td>\n",
       "      <td>5.46005e+06</td>\n",
       "      <td>5.29445e+06</td>\n",
       "      <td>5.28194e+06</td>\n",
       "      <td>5.56823e+06</td>\n",
       "      <td>5.71393e+06</td>\n",
       "      <td>5.72684e+06</td>\n",
       "      <td>5.54555e+06</td>\n",
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       "      <td>6.06616e+06</td>\n",
       "      <td>6.47987e+06</td>\n",
       "      <td>6.65435e+06</td>\n",
       "      <td>7173214</td>\n",
       "      <td>7317161</td>\n",
       "      <td>7482928</td>\n",
       "      <td>7.91486e+06</td>\n",
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       "      <td>01004</td>\n",
       "      <td>1.98176e+06</td>\n",
       "      <td>1.96306e+06</td>\n",
       "      <td>1.98937e+06</td>\n",
       "      <td>2.09151e+06</td>\n",
       "      <td>1.99857e+06</td>\n",
       "      <td>2.02471e+06</td>\n",
       "      <td>2.11375e+06</td>\n",
       "      <td>2.18951e+06</td>\n",
       "      <td>2.20711e+06</td>\n",
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       "      <td>2.37676e+06</td>\n",
       "      <td>2.39768e+06</td>\n",
       "      <td>2.48916e+06</td>\n",
       "      <td>2643875</td>\n",
       "      <td>2708934</td>\n",
       "      <td>2758514</td>\n",
       "      <td>2.90362e+06</td>\n",
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       "      <td>01051</td>\n",
       "      <td>2.77557e+06</td>\n",
       "      <td>2.90355e+06</td>\n",
       "      <td>2.87142e+06</td>\n",
       "      <td>2.79668e+06</td>\n",
       "      <td>3.85667e+06</td>\n",
       "      <td>2.71936e+06</td>\n",
       "      <td>2.94984e+06</td>\n",
       "      <td>2.78719e+06</td>\n",
       "      <td>3.05429e+06</td>\n",
       "      <td>2.8432e+06</td>\n",
       "      <td>2.99475e+06</td>\n",
       "      <td>3.06156e+06</td>\n",
       "      <td>3.23587e+06</td>\n",
       "      <td>3.39782e+06</td>\n",
       "      <td>3333046</td>\n",
       "      <td>3560495</td>\n",
       "      <td>3702119</td>\n",
       "      <td>3.95222e+06</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <td>16073</td>\n",
       "      <td>1.72513e+06</td>\n",
       "      <td>1.66701e+06</td>\n",
       "      <td>1.73772e+06</td>\n",
       "      <td>1.7369e+06</td>\n",
       "      <td>1.86426e+06</td>\n",
       "      <td>1.85921e+06</td>\n",
       "      <td>2.00226e+06</td>\n",
       "      <td>2.19350e+06</td>\n",
       "      <td>2.26444e+06</td>\n",
       "      <td>2.02889e+06</td>\n",
       "      <td>2.07061e+06</td>\n",
       "      <td>2.20948e+06</td>\n",
       "      <td>2.23868e+06</td>\n",
       "      <td>2.31941e+06</td>\n",
       "      <td>2464855</td>\n",
       "      <td>2507244</td>\n",
       "      <td>2544848</td>\n",
       "      <td>2.60686e+06</td>\n",
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       "    <tr>\n",
       "      <td>16074</td>\n",
       "      <td>1.13541e+06</td>\n",
       "      <td>1.19393e+06</td>\n",
       "      <td>1.19653e+06</td>\n",
       "      <td>1.23237e+06</td>\n",
       "      <td>1.25396e+06</td>\n",
       "      <td>1.27281e+06</td>\n",
       "      <td>1.33319e+06</td>\n",
       "      <td>1.41388e+06</td>\n",
       "      <td>1.4258e+06</td>\n",
       "      <td>1.38364e+06</td>\n",
       "      <td>1.44869e+06</td>\n",
       "      <td>1.54886e+06</td>\n",
       "      <td>1.58015e+06</td>\n",
       "      <td>1.62086e+06</td>\n",
       "      <td>1720651</td>\n",
       "      <td>1708134</td>\n",
       "      <td>1701294</td>\n",
       "      <td>1.73728e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16075</td>\n",
       "      <td>1.35566e+06</td>\n",
       "      <td>1.39427e+06</td>\n",
       "      <td>1.52066e+06</td>\n",
       "      <td>1.489e+06</td>\n",
       "      <td>1.49871e+06</td>\n",
       "      <td>1.45548e+06</td>\n",
       "      <td>1.51642e+06</td>\n",
       "      <td>1.60312e+06</td>\n",
       "      <td>1.6199e+06</td>\n",
       "      <td>1.5602e+06</td>\n",
       "      <td>1.73264e+06</td>\n",
       "      <td>1.76642e+06</td>\n",
       "      <td>1.87784e+06</td>\n",
       "      <td>1.9613e+06</td>\n",
       "      <td>2077769</td>\n",
       "      <td>2038183</td>\n",
       "      <td>2081485</td>\n",
       "      <td>2.09499e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16076</td>\n",
       "      <td>1.5172e+06</td>\n",
       "      <td>1.56076e+06</td>\n",
       "      <td>1.54365e+06</td>\n",
       "      <td>1.59660e+06</td>\n",
       "      <td>1.60223e+06</td>\n",
       "      <td>1.53435e+06</td>\n",
       "      <td>1.62004e+06</td>\n",
       "      <td>1.64426e+06</td>\n",
       "      <td>1.61129e+06</td>\n",
       "      <td>1.53476e+06</td>\n",
       "      <td>1.63833e+06</td>\n",
       "      <td>1.68679e+06</td>\n",
       "      <td>1.71284e+06</td>\n",
       "      <td>1.79599e+06</td>\n",
       "      <td>1907373</td>\n",
       "      <td>1898067</td>\n",
       "      <td>2022905</td>\n",
       "      <td>2.10971e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16077</td>\n",
       "      <td>1.23679e+06</td>\n",
       "      <td>1.2498e+06</td>\n",
       "      <td>1.25734e+06</td>\n",
       "      <td>1.30854e+06</td>\n",
       "      <td>1.33695e+06</td>\n",
       "      <td>1.31802e+06</td>\n",
       "      <td>1.38182e+06</td>\n",
       "      <td>1.47213e+06</td>\n",
       "      <td>1.52547e+06</td>\n",
       "      <td>1.45914e+06</td>\n",
       "      <td>1.51454e+06</td>\n",
       "      <td>1.60156e+06</td>\n",
       "      <td>1.56339e+06</td>\n",
       "      <td>1.58016e+06</td>\n",
       "      <td>1720931</td>\n",
       "      <td>1715446</td>\n",
       "      <td>1798540</td>\n",
       "      <td>1.83387e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>416 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          82111:BWS005(WZ08SE:INSGESAMT)-year:2000  \\\n",
       "region_id                                            \n",
       "01001                                   2.3624e+06   \n",
       "01002                                  7.06259e+06   \n",
       "01003                                  5.09467e+06   \n",
       "01004                                  1.98176e+06   \n",
       "01051                                  2.77557e+06   \n",
       "...                                            ...   \n",
       "16073                                  1.72513e+06   \n",
       "16074                                  1.13541e+06   \n",
       "16075                                  1.35566e+06   \n",
       "16076                                   1.5172e+06   \n",
       "16077                                  1.23679e+06   \n",
       "\n",
       "          82111:BWS005(WZ08SE:INSGESAMT)-year:2001  \\\n",
       "region_id                                            \n",
       "01001                                  2.38971e+06   \n",
       "01002                                  7.22814e+06   \n",
       "01003                                  5.20068e+06   \n",
       "01004                                  1.96306e+06   \n",
       "01051                                  2.90355e+06   \n",
       "...                                            ...   \n",
       "16073                                  1.66701e+06   \n",
       "16074                                  1.19393e+06   \n",
       "16075                                  1.39427e+06   \n",
       "16076                                  1.56076e+06   \n",
       "16077                                   1.2498e+06   \n",
       "\n",
       "          82111:BWS005(WZ08SE:INSGESAMT)-year:2002  \\\n",
       "region_id                                            \n",
       "01001                                  2.45369e+06   \n",
       "01002                                  6.92079e+06   \n",
       "01003                                  5.33479e+06   \n",
       "01004                                  1.98937e+06   \n",
       "01051                                  2.87142e+06   \n",
       "...                                            ...   \n",
       "16073                                  1.73772e+06   \n",
       "16074                                  1.19653e+06   \n",
       "16075                                  1.52066e+06   \n",
       "16076                                  1.54365e+06   \n",
       "16077                                  1.25734e+06   \n",
       "\n",
       "          82111:BWS005(WZ08SE:INSGESAMT)-year:2003  \\\n",
       "region_id                                            \n",
       "01001                                  2.47132e+06   \n",
       "01002                                  7.27842e+06   \n",
       "01003                                  5.46005e+06   \n",
       "01004                                  2.09151e+06   \n",
       "01051                                  2.79668e+06   \n",
       "...                                            ...   \n",
       "16073                                   1.7369e+06   \n",
       "16074                                  1.23237e+06   \n",
       "16075                                    1.489e+06   \n",
       "16076                                  1.59660e+06   \n",
       "16077                                  1.30854e+06   \n",
       "\n",
       "          82111:BWS005(WZ08SE:INSGESAMT)-year:2004  \\\n",
       "region_id                                            \n",
       "01001                                  2.65229e+06   \n",
       "01002                                  7.27678e+06   \n",
       "01003                                  5.29445e+06   \n",
       "01004                                  1.99857e+06   \n",
       "01051                                  3.85667e+06   \n",
       "...                                            ...   \n",
       "16073                                  1.86426e+06   \n",
       "16074                                  1.25396e+06   \n",
       "16075                                  1.49871e+06   \n",
       "16076                                  1.60223e+06   \n",
       "16077                                  1.33695e+06   \n",
       "\n",
       "          82111:BWS005(WZ08SE:INSGESAMT)-year:2005  \\\n",
       "region_id                                            \n",
       "01001                                  2.72732e+06   \n",
       "01002                                  7.38827e+06   \n",
       "01003                                  5.28194e+06   \n",
       "01004                                  2.02471e+06   \n",
       "01051                                  2.71936e+06   \n",
       "...                                            ...   \n",
       "16073                                  1.85921e+06   \n",
       "16074                                  1.27281e+06   \n",
       "16075                                  1.45548e+06   \n",
       "16076                                  1.53435e+06   \n",
       "16077                                  1.31802e+06   \n",
       "\n",
       "          82111:BWS005(WZ08SE:INSGESAMT)-year:2006  \\\n",
       "region_id                                            \n",
       "01001                                   2.8358e+06   \n",
       "01002                                  7.72471e+06   \n",
       "01003                                  5.56823e+06   \n",
       "01004                                  2.11375e+06   \n",
       "01051                                  2.94984e+06   \n",
       "...                                            ...   \n",
       "16073                                  2.00226e+06   \n",
       "16074                                  1.33319e+06   \n",
       "16075                                  1.51642e+06   \n",
       "16076                                  1.62004e+06   \n",
       "16077                                  1.38182e+06   \n",
       "\n",
       "          82111:BWS005(WZ08SE:INSGESAMT)-year:2007  \\\n",
       "region_id                                            \n",
       "01001                                  2.85958e+06   \n",
       "01002                                   7.7088e+06   \n",
       "01003                                  5.71393e+06   \n",
       "01004                                  2.18951e+06   \n",
       "01051                                  2.78719e+06   \n",
       "...                                            ...   \n",
       "16073                                  2.19350e+06   \n",
       "16074                                  1.41388e+06   \n",
       "16075                                  1.60312e+06   \n",
       "16076                                  1.64426e+06   \n",
       "16077                                  1.47213e+06   \n",
       "\n",
       "          82111:BWS005(WZ08SE:INSGESAMT)-year:2008  \\\n",
       "region_id                                            \n",
       "01001                                  2.92505e+06   \n",
       "01002                                  8.15248e+06   \n",
       "01003                                  5.72684e+06   \n",
       "01004                                  2.20711e+06   \n",
       "01051                                  3.05429e+06   \n",
       "...                                            ...   \n",
       "16073                                  2.26444e+06   \n",
       "16074                                   1.4258e+06   \n",
       "16075                                   1.6199e+06   \n",
       "16076                                  1.61129e+06   \n",
       "16077                                  1.52547e+06   \n",
       "\n",
       "          82111:BWS005(WZ08SE:INSGESAMT)-year:2009  \\\n",
       "region_id                                            \n",
       "01001                                  2.80591e+06   \n",
       "01002                                  8.15423e+06   \n",
       "01003                                  5.54555e+06   \n",
       "01004                                   2.1433e+06   \n",
       "01051                                   2.8432e+06   \n",
       "...                                            ...   \n",
       "16073                                  2.02889e+06   \n",
       "16074                                  1.38364e+06   \n",
       "16075                                   1.5602e+06   \n",
       "16076                                  1.53476e+06   \n",
       "16077                                  1.45914e+06   \n",
       "\n",
       "          82111:BWS005(WZ08SE:INSGESAMT)-year:2010  \\\n",
       "region_id                                            \n",
       "01001                                  2.82095e+06   \n",
       "01002                                  8.19835e+06   \n",
       "01003                                  5.78734e+06   \n",
       "01004                                  2.25575e+06   \n",
       "01051                                  2.99475e+06   \n",
       "...                                            ...   \n",
       "16073                                  2.07061e+06   \n",
       "16074                                  1.44869e+06   \n",
       "16075                                  1.73264e+06   \n",
       "16076                                  1.63833e+06   \n",
       "16077                                  1.51454e+06   \n",
       "\n",
       "          82111:BWS005(WZ08SE:INSGESAMT)-year:2011  \\\n",
       "region_id                                            \n",
       "01001                                  2.85644e+06   \n",
       "01002                                  8.46326e+06   \n",
       "01003                                  6.06616e+06   \n",
       "01004                                  2.37676e+06   \n",
       "01051                                  3.06156e+06   \n",
       "...                                            ...   \n",
       "16073                                  2.20948e+06   \n",
       "16074                                  1.54886e+06   \n",
       "16075                                  1.76642e+06   \n",
       "16076                                  1.68679e+06   \n",
       "16077                                  1.60156e+06   \n",
       "\n",
       "          82111:BWS005(WZ08SE:INSGESAMT)-year:2012  \\\n",
       "region_id                                            \n",
       "01001                                  2.92296e+06   \n",
       "01002                                  8.60717e+06   \n",
       "01003                                  6.47987e+06   \n",
       "01004                                  2.39768e+06   \n",
       "01051                                  3.23587e+06   \n",
       "...                                            ...   \n",
       "16073                                  2.23868e+06   \n",
       "16074                                  1.58015e+06   \n",
       "16075                                  1.87784e+06   \n",
       "16076                                  1.71284e+06   \n",
       "16077                                  1.56339e+06   \n",
       "\n",
       "          82111:BWS005(WZ08SE:INSGESAMT)-year:2013  \\\n",
       "region_id                                            \n",
       "01001                                  2.96437e+06   \n",
       "01002                                  9.08142e+06   \n",
       "01003                                  6.65435e+06   \n",
       "01004                                  2.48916e+06   \n",
       "01051                                  3.39782e+06   \n",
       "...                                            ...   \n",
       "16073                                  2.31941e+06   \n",
       "16074                                  1.62086e+06   \n",
       "16075                                   1.9613e+06   \n",
       "16076                                  1.79599e+06   \n",
       "16077                                  1.58016e+06   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2014  \\\n",
       "region_id                                             \n",
       "01001                                       2994967   \n",
       "01002                                       9525522   \n",
       "01003                                       7173214   \n",
       "01004                                       2643875   \n",
       "01051                                       3333046   \n",
       "...                                             ...   \n",
       "16073                                       2464855   \n",
       "16074                                       1720651   \n",
       "16075                                       2077769   \n",
       "16076                                       1907373   \n",
       "16077                                       1720931   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2015  \\\n",
       "region_id                                             \n",
       "01001                                       3186463   \n",
       "01002                                       9671340   \n",
       "01003                                       7317161   \n",
       "01004                                       2708934   \n",
       "01051                                       3560495   \n",
       "...                                             ...   \n",
       "16073                                       2507244   \n",
       "16074                                       1708134   \n",
       "16075                                       2038183   \n",
       "16076                                       1898067   \n",
       "16077                                       1715446   \n",
       "\n",
       "           82111:BWS005(WZ08SE:INSGESAMT)-year:2016  \\\n",
       "region_id                                             \n",
       "01001                                       3247885   \n",
       "01002                                      10027107   \n",
       "01003                                       7482928   \n",
       "01004                                       2758514   \n",
       "01051                                       3702119   \n",
       "...                                             ...   \n",
       "16073                                       2544848   \n",
       "16074                                       1701294   \n",
       "16075                                       2081485   \n",
       "16076                                       2022905   \n",
       "16077                                       1798540   \n",
       "\n",
       "          82111:BWS005(WZ08SE:INSGESAMT)-year:2017  \n",
       "region_id                                           \n",
       "01001                                  3.39073e+06  \n",
       "01002                                  1.04997e+07  \n",
       "01003                                  7.91486e+06  \n",
       "01004                                  2.90362e+06  \n",
       "01051                                  3.95222e+06  \n",
       "...                                            ...  \n",
       "16073                                  2.60686e+06  \n",
       "16074                                  1.73728e+06  \n",
       "16075                                  2.09499e+06  \n",
       "16076                                  2.10971e+06  \n",
       "16077                                  1.83387e+06  \n",
       "\n",
       "[416 rows x 18 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?data=82111:BWS005(WZ08SE:INSGESAMT)&layout=region&level=3&sort=region')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=82111:BWS005(WZ08SE)&level=3&sort=region\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>measure</th>\n",
       "      <th>value</th>\n",
       "      <th>82111:BWS005(WZ08SE)</th>\n",
       "      <th>statistic</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>01001</td>\n",
       "      <td>2000</td>\n",
       "      <td>BWS005</td>\n",
       "      <td>2362395</td>\n",
       "      <td>INSGESAMT</td>\n",
       "      <td>82111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>01001</td>\n",
       "      <td>2000</td>\n",
       "      <td>BWS005</td>\n",
       "      <td>592</td>\n",
       "      <td>WZ08_A</td>\n",
       "      <td>82111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>01001</td>\n",
       "      <td>2000</td>\n",
       "      <td>BWS005</td>\n",
       "      <td>490146</td>\n",
       "      <td>WZ08_B_18</td>\n",
       "      <td>82111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>01001</td>\n",
       "      <td>2000</td>\n",
       "      <td>BWS005</td>\n",
       "      <td>426952</td>\n",
       "      <td>WZ08_C</td>\n",
       "      <td>82111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>01001</td>\n",
       "      <td>2000</td>\n",
       "      <td>BWS005</td>\n",
       "      <td>61548</td>\n",
       "      <td>WZ08_F</td>\n",
       "      <td>82111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16077</td>\n",
       "      <td>2017</td>\n",
       "      <td>BWS005</td>\n",
       "      <td>421808</td>\n",
       "      <td>WZ08_C</td>\n",
       "      <td>82111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16077</td>\n",
       "      <td>2017</td>\n",
       "      <td>BWS005</td>\n",
       "      <td>176270</td>\n",
       "      <td>WZ08_F</td>\n",
       "      <td>82111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16077</td>\n",
       "      <td>2017</td>\n",
       "      <td>BWS005</td>\n",
       "      <td>290990</td>\n",
       "      <td>WZ08_G_01_I_J</td>\n",
       "      <td>82111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16077</td>\n",
       "      <td>2017</td>\n",
       "      <td>BWS005</td>\n",
       "      <td>367253</td>\n",
       "      <td>WZ08_KL</td>\n",
       "      <td>82111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16077</td>\n",
       "      <td>2017</td>\n",
       "      <td>BWS005</td>\n",
       "      <td>463934</td>\n",
       "      <td>WZ08_PX</td>\n",
       "      <td>82111</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>58552 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           year measure    value 82111:BWS005(WZ08SE)  statistic\n",
       "region_id                                                       \n",
       "01001      2000  BWS005  2362395            INSGESAMT      82111\n",
       "01001      2000  BWS005      592               WZ08_A      82111\n",
       "01001      2000  BWS005   490146            WZ08_B_18      82111\n",
       "01001      2000  BWS005   426952               WZ08_C      82111\n",
       "01001      2000  BWS005    61548               WZ08_F      82111\n",
       "...         ...     ...      ...                  ...        ...\n",
       "16077      2017  BWS005   421808               WZ08_C      82111\n",
       "16077      2017  BWS005   176270               WZ08_F      82111\n",
       "16077      2017  BWS005   290990        WZ08_G_01_I_J      82111\n",
       "16077      2017  BWS005   367253              WZ08_KL      82111\n",
       "16077      2017  BWS005   463934              WZ08_PX      82111\n",
       "\n",
       "[58552 rows x 5 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?data=82111:BWS005(WZ08SE)&level=3&sort=region')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mehrere Werte\n",
    "\n",
    "Mehrere Werte, entweder aus der gleichen Statistik oder aus verschiedenen, können gemeinsam abgefragt werden.\n",
    "Dazu einfach einen weiteren `&data=...` - parameter anhängen:\n",
    "\n",
    "### Landtagswahlen Sachsen: Wahlberechtigte, Gültige Stimmen, Wahlbeteiligung\n",
    "\n",
    "Statistik: `14344`\n",
    "\n",
    "Merkmale: \n",
    "- `WAHL01` - Wahlberechtigte\n",
    "- `WAHL04` - Gültige Stimmen\n",
    "- `WAHLSR` - Wahlbeteiligung"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=14344:WAHL01&data=14344:WAHL04&data=14344:WAHLSR&dformat=date\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>measure</th>\n",
       "      <th>value</th>\n",
       "      <th>statistic</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>1994-09-11</td>\n",
       "      <td>WAHL01</td>\n",
       "      <td>3586160.0</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>1994-09-11</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>2063782.0</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>1994-09-11</td>\n",
       "      <td>WAHLSR</td>\n",
       "      <td>58.4</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>1999-09-19</td>\n",
       "      <td>WAHL01</td>\n",
       "      <td>3592456.0</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>1999-09-19</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>2164072.0</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>1999-09-19</td>\n",
       "      <td>WAHLSR</td>\n",
       "      <td>61.1</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2004-09-19</td>\n",
       "      <td>WAHL01</td>\n",
       "      <td>3554542.0</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2004-09-19</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>2080135.0</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2004-09-19</td>\n",
       "      <td>WAHLSR</td>\n",
       "      <td>59.6</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2009-08-30</td>\n",
       "      <td>WAHL01</td>\n",
       "      <td>3510336.0</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2009-08-30</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>1797349.0</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2009-08-30</td>\n",
       "      <td>WAHLSR</td>\n",
       "      <td>52.2</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014-08-31</td>\n",
       "      <td>WAHL01</td>\n",
       "      <td>3376627.0</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014-08-31</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>1637499.0</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014-08-31</td>\n",
       "      <td>WAHLSR</td>\n",
       "      <td>49.1</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 date measure      value  statistic\n",
       "region_id                                          \n",
       "14         1994-09-11  WAHL01  3586160.0      14344\n",
       "14         1994-09-11  WAHL04  2063782.0      14344\n",
       "14         1994-09-11  WAHLSR       58.4      14344\n",
       "14         1999-09-19  WAHL01  3592456.0      14344\n",
       "14         1999-09-19  WAHL04  2164072.0      14344\n",
       "14         1999-09-19  WAHLSR       61.1      14344\n",
       "14         2004-09-19  WAHL01  3554542.0      14344\n",
       "14         2004-09-19  WAHL04  2080135.0      14344\n",
       "14         2004-09-19  WAHLSR       59.6      14344\n",
       "14         2009-08-30  WAHL01  3510336.0      14344\n",
       "14         2009-08-30  WAHL04  1797349.0      14344\n",
       "14         2009-08-30  WAHLSR       52.2      14344\n",
       "14         2014-08-31  WAHL01  3376627.0      14344\n",
       "14         2014-08-31  WAHL04  1637499.0      14344\n",
       "14         2014-08-31  WAHLSR       49.1      14344"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?data=14344:WAHL01&data=14344:WAHL04&data=14344:WAHLSR&dformat=date')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Aufgeschlüsselt nach Parteien:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=14344:WAHL01&data=14344:WAHL04(PART03)&data=14344:WAHLSR&sort=time&dformat=date\n"
     ]
    },
    {
     "data": {
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       "      <td>14</td>\n",
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       "      <td>14</td>\n",
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       "      <td>14</td>\n",
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       "      <td>WAHL04</td>\n",
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       "      <td>14</td>\n",
       "      <td>1999-09-19</td>\n",
       "      <td>WAHL04</td>\n",
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       "      <td>14</td>\n",
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       "      <td>14</td>\n",
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       "      <td>14</td>\n",
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       "      <td>14</td>\n",
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       "      <td>WAHL04</td>\n",
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       "      <td>14</td>\n",
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       "      <td>WAHL04</td>\n",
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       "      <td>WAHL04</td>\n",
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       "      <td>14</td>\n",
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       "      <td>WAHL04</td>\n",
       "      <td>490488.0</td>\n",
       "      <td>PDS</td>\n",
       "      <td>14344</td>\n",
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       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2004-09-19</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>300630.0</td>\n",
       "      <td>SONSTIGE</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2004-09-19</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>204438.0</td>\n",
       "      <td>SPD</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2004-09-19</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>2080135.0</td>\n",
       "      <td></td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2004-09-19</td>\n",
       "      <td>WAHLSR</td>\n",
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       "      <td>14</td>\n",
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       "      <td>14</td>\n",
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       "      <td>WAHL04</td>\n",
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       "      <td>14</td>\n",
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       "      <td>WAHL04</td>\n",
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       "      <td>14</td>\n",
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       "      <td>WAHL04</td>\n",
       "      <td>178867.0</td>\n",
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       "      <td>14</td>\n",
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       "      <td>WAHL04</td>\n",
       "      <td>370359.0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2009-08-30</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>222916.0</td>\n",
       "      <td>SONSTIGE</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2009-08-30</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>187261.0</td>\n",
       "      <td>SPD</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2009-08-30</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>1797349.0</td>\n",
       "      <td></td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2009-08-30</td>\n",
       "      <td>WAHLSR</td>\n",
       "      <td>52.2</td>\n",
       "      <td></td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014-08-31</td>\n",
       "      <td>WAHL01</td>\n",
       "      <td>3376627.0</td>\n",
       "      <td></td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014-08-31</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>159611.0</td>\n",
       "      <td>AFD</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014-08-31</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>93857.0</td>\n",
       "      <td>B90_GRUENE</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014-08-31</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>645414.0</td>\n",
       "      <td>CDU</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014-08-31</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>61840.0</td>\n",
       "      <td>FDP</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014-08-31</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>309581.0</td>\n",
       "      <td>PDS</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014-08-31</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>164800.0</td>\n",
       "      <td>SONSTIGE</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014-08-31</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>202396.0</td>\n",
       "      <td>SPD</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014-08-31</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>1637499.0</td>\n",
       "      <td></td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014-08-31</td>\n",
       "      <td>WAHLSR</td>\n",
       "      <td>49.1</td>\n",
       "      <td></td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 date measure      value 14344:WAHL04(PART03)  statistic\n",
       "region_id                                                               \n",
       "14         1994-09-11  WAHL01  3586160.0                           14344\n",
       "14         1994-09-11  WAHL04    85485.0           B90_GRUENE      14344\n",
       "14         1994-09-11  WAHL04  1199883.0                  CDU      14344\n",
       "14         1994-09-11  WAHL04    36075.0                  FDP      14344\n",
       "14         1994-09-11  WAHL04   339619.0                  PDS      14344\n",
       "14         1994-09-11  WAHL04    60014.0             SONSTIGE      14344\n",
       "14         1994-09-11  WAHL04   342706.0                  SPD      14344\n",
       "14         1994-09-11  WAHL04  2063782.0                           14344\n",
       "14         1994-09-11  WAHLSR       58.4                           14344\n",
       "14         1999-09-19  WAHL01  3592456.0                           14344\n",
       "14         1999-09-19  WAHL04    55609.0           B90_GRUENE      14344\n",
       "14         1999-09-19  WAHL04  1231254.0                  CDU      14344\n",
       "14         1999-09-19  WAHL04    23369.0                  FDP      14344\n",
       "14         1999-09-19  WAHL04   480317.0                  PDS      14344\n",
       "14         1999-09-19  WAHL04   141212.0             SONSTIGE      14344\n",
       "14         1999-09-19  WAHL04   232311.0                  SPD      14344\n",
       "14         1999-09-19  WAHL04  2164072.0                           14344\n",
       "14         1999-09-19  WAHLSR       61.1                           14344\n",
       "14         2004-09-19  WAHL01  3554542.0                           14344\n",
       "14         2004-09-19  WAHL04   106771.0           B90_GRUENE      14344\n",
       "14         2004-09-19  WAHL04   855203.0                  CDU      14344\n",
       "14         2004-09-19  WAHL04   122605.0                  FDP      14344\n",
       "14         2004-09-19  WAHL04   490488.0                  PDS      14344\n",
       "14         2004-09-19  WAHL04   300630.0             SONSTIGE      14344\n",
       "14         2004-09-19  WAHL04   204438.0                  SPD      14344\n",
       "14         2004-09-19  WAHL04  2080135.0                           14344\n",
       "14         2004-09-19  WAHLSR       59.6                           14344\n",
       "14         2009-08-30  WAHL01  3510336.0                           14344\n",
       "14         2009-08-30  WAHL04   114963.0           B90_GRUENE      14344\n",
       "14         2009-08-30  WAHL04   722983.0                  CDU      14344\n",
       "14         2009-08-30  WAHL04   178867.0                  FDP      14344\n",
       "14         2009-08-30  WAHL04   370359.0                  PDS      14344\n",
       "14         2009-08-30  WAHL04   222916.0             SONSTIGE      14344\n",
       "14         2009-08-30  WAHL04   187261.0                  SPD      14344\n",
       "14         2009-08-30  WAHL04  1797349.0                           14344\n",
       "14         2009-08-30  WAHLSR       52.2                           14344\n",
       "14         2014-08-31  WAHL01  3376627.0                           14344\n",
       "14         2014-08-31  WAHL04   159611.0                  AFD      14344\n",
       "14         2014-08-31  WAHL04    93857.0           B90_GRUENE      14344\n",
       "14         2014-08-31  WAHL04   645414.0                  CDU      14344\n",
       "14         2014-08-31  WAHL04    61840.0                  FDP      14344\n",
       "14         2014-08-31  WAHL04   309581.0                  PDS      14344\n",
       "14         2014-08-31  WAHL04   164800.0             SONSTIGE      14344\n",
       "14         2014-08-31  WAHL04   202396.0                  SPD      14344\n",
       "14         2014-08-31  WAHL04  1637499.0                           14344\n",
       "14         2014-08-31  WAHLSR       49.1                           14344"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?data=14344:WAHL01&data=14344:WAHL04(PART03)&data=14344:WAHLSR&sort=time&dformat=date')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Wahlergebnisse in Sachsen und Einbürgerung von Ausländern nach Aufenthaltsdauer und deren Altersgruppen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?region=14&data=14344:WAHL04(PART03)&data=12511:BEV008(AUFDA1,ALTX04)&time=2009,2011,2014&sort=time\n"
     ]
    },
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>measure</th>\n",
       "      <th>value</th>\n",
       "      <th>12511:BEV008(ALTX04)</th>\n",
       "      <th>12511:BEV008(AUFDA1)</th>\n",
       "      <th>14344:WAHL04(PART03)</th>\n",
       "      <th>statistic</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2009</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>114963</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>B90_GRUENE</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2009</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>722983</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>CDU</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2009</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>178867</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>FDP</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2009</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>370359</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>PDS</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2009</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>222916</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>SONSTIGE</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2009</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>187261</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>SPD</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2011</td>\n",
       "      <td>BEV008</td>\n",
       "      <td>206</td>\n",
       "      <td>ALT000B18</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2011</td>\n",
       "      <td>BEV008</td>\n",
       "      <td>334</td>\n",
       "      <td>ALT018B35</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2011</td>\n",
       "      <td>BEV008</td>\n",
       "      <td>212</td>\n",
       "      <td>ALT035B45</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2011</td>\n",
       "      <td>BEV008</td>\n",
       "      <td>159</td>\n",
       "      <td>ALT045UM</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2011</td>\n",
       "      <td>BEV008</td>\n",
       "      <td>129</td>\n",
       "      <td></td>\n",
       "      <td>AUFDA00B08</td>\n",
       "      <td></td>\n",
       "      <td>12511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2011</td>\n",
       "      <td>BEV008</td>\n",
       "      <td>509</td>\n",
       "      <td></td>\n",
       "      <td>AUFDA08B15</td>\n",
       "      <td></td>\n",
       "      <td>12511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2011</td>\n",
       "      <td>BEV008</td>\n",
       "      <td>182</td>\n",
       "      <td></td>\n",
       "      <td>AUFDA15B20</td>\n",
       "      <td></td>\n",
       "      <td>12511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2011</td>\n",
       "      <td>BEV008</td>\n",
       "      <td>91</td>\n",
       "      <td></td>\n",
       "      <td>AUFDA20UM</td>\n",
       "      <td></td>\n",
       "      <td>12511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014</td>\n",
       "      <td>BEV008</td>\n",
       "      <td>207</td>\n",
       "      <td>ALT000B18</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014</td>\n",
       "      <td>BEV008</td>\n",
       "      <td>422</td>\n",
       "      <td>ALT018B35</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014</td>\n",
       "      <td>BEV008</td>\n",
       "      <td>284</td>\n",
       "      <td>ALT035B45</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014</td>\n",
       "      <td>BEV008</td>\n",
       "      <td>180</td>\n",
       "      <td>ALT045UM</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014</td>\n",
       "      <td>BEV008</td>\n",
       "      <td>143</td>\n",
       "      <td></td>\n",
       "      <td>AUFDA00B08</td>\n",
       "      <td></td>\n",
       "      <td>12511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014</td>\n",
       "      <td>BEV008</td>\n",
       "      <td>644</td>\n",
       "      <td></td>\n",
       "      <td>AUFDA08B15</td>\n",
       "      <td></td>\n",
       "      <td>12511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014</td>\n",
       "      <td>BEV008</td>\n",
       "      <td>195</td>\n",
       "      <td></td>\n",
       "      <td>AUFDA15B20</td>\n",
       "      <td></td>\n",
       "      <td>12511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014</td>\n",
       "      <td>BEV008</td>\n",
       "      <td>111</td>\n",
       "      <td></td>\n",
       "      <td>AUFDA20UM</td>\n",
       "      <td></td>\n",
       "      <td>12511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>159611</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>AFD</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>93857</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>B90_GRUENE</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>645414</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>CDU</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>61840</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>FDP</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>309581</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>PDS</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>164800</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>SONSTIGE</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>2014</td>\n",
       "      <td>WAHL04</td>\n",
       "      <td>202396</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>SPD</td>\n",
       "      <td>14344</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           year measure   value 12511:BEV008(ALTX04) 12511:BEV008(AUFDA1)  \\\n",
       "region_id                                                                   \n",
       "14         2009  WAHL04  114963                                             \n",
       "14         2009  WAHL04  722983                                             \n",
       "14         2009  WAHL04  178867                                             \n",
       "14         2009  WAHL04  370359                                             \n",
       "14         2009  WAHL04  222916                                             \n",
       "14         2009  WAHL04  187261                                             \n",
       "14         2011  BEV008     206            ALT000B18                        \n",
       "14         2011  BEV008     334            ALT018B35                        \n",
       "14         2011  BEV008     212            ALT035B45                        \n",
       "14         2011  BEV008     159             ALT045UM                        \n",
       "14         2011  BEV008     129                                AUFDA00B08   \n",
       "14         2011  BEV008     509                                AUFDA08B15   \n",
       "14         2011  BEV008     182                                AUFDA15B20   \n",
       "14         2011  BEV008      91                                 AUFDA20UM   \n",
       "14         2014  BEV008     207            ALT000B18                        \n",
       "14         2014  BEV008     422            ALT018B35                        \n",
       "14         2014  BEV008     284            ALT035B45                        \n",
       "14         2014  BEV008     180             ALT045UM                        \n",
       "14         2014  BEV008     143                                AUFDA00B08   \n",
       "14         2014  BEV008     644                                AUFDA08B15   \n",
       "14         2014  BEV008     195                                AUFDA15B20   \n",
       "14         2014  BEV008     111                                 AUFDA20UM   \n",
       "14         2014  WAHL04  159611                                             \n",
       "14         2014  WAHL04   93857                                             \n",
       "14         2014  WAHL04  645414                                             \n",
       "14         2014  WAHL04   61840                                             \n",
       "14         2014  WAHL04  309581                                             \n",
       "14         2014  WAHL04  164800                                             \n",
       "14         2014  WAHL04  202396                                             \n",
       "\n",
       "          14344:WAHL04(PART03)  statistic  \n",
       "region_id                                  \n",
       "14                  B90_GRUENE      14344  \n",
       "14                         CDU      14344  \n",
       "14                         FDP      14344  \n",
       "14                         PDS      14344  \n",
       "14                    SONSTIGE      14344  \n",
       "14                         SPD      14344  \n",
       "14                                  12511  \n",
       "14                                  12511  \n",
       "14                                  12511  \n",
       "14                                  12511  \n",
       "14                                  12511  \n",
       "14                                  12511  \n",
       "14                                  12511  \n",
       "14                                  12511  \n",
       "14                                  12511  \n",
       "14                                  12511  \n",
       "14                                  12511  \n",
       "14                                  12511  \n",
       "14                                  12511  \n",
       "14                                  12511  \n",
       "14                                  12511  \n",
       "14                                  12511  \n",
       "14                         AFD      14344  \n",
       "14                  B90_GRUENE      14344  \n",
       "14                         CDU      14344  \n",
       "14                         FDP      14344  \n",
       "14                         PDS      14344  \n",
       "14                    SONSTIGE      14344  \n",
       "14                         SPD      14344  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?region=14&data=14344:WAHL04(PART03)&data=12511:BEV008(AUFDA1,ALTX04)&time=2009,2011,2014&sort=time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?region=14&data=14344:WAHL04(PART03)&data=12511:BEV008(AUFDA1,ALTX04)&time=2009,2011,2014&sort=time&layout=region\n"
     ]
    },
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       "      <th></th>\n",
       "      <th>12511:BEV008(ALTX04:ALT000B18)-year:2011</th>\n",
       "      <th>12511:BEV008(ALTX04:ALT000B18)-year:2014</th>\n",
       "      <th>12511:BEV008(ALTX04:ALT018B35)-year:2011</th>\n",
       "      <th>12511:BEV008(ALTX04:ALT018B35)-year:2014</th>\n",
       "      <th>12511:BEV008(ALTX04:ALT035B45)-year:2011</th>\n",
       "      <th>12511:BEV008(ALTX04:ALT035B45)-year:2014</th>\n",
       "      <th>12511:BEV008(ALTX04:ALT045UM)-year:2011</th>\n",
       "      <th>12511:BEV008(ALTX04:ALT045UM)-year:2014</th>\n",
       "      <th>12511:BEV008(AUFDA1:AUFDA00B08)-year:2011</th>\n",
       "      <th>12511:BEV008(AUFDA1:AUFDA00B08)-year:2014</th>\n",
       "      <th>...</th>\n",
       "      <th>14344:WAHL04(PART03:CDU)-year:2009</th>\n",
       "      <th>14344:WAHL04(PART03:CDU)-year:2014</th>\n",
       "      <th>14344:WAHL04(PART03:FDP)-year:2009</th>\n",
       "      <th>14344:WAHL04(PART03:FDP)-year:2014</th>\n",
       "      <th>14344:WAHL04(PART03:PDS)-year:2009</th>\n",
       "      <th>14344:WAHL04(PART03:PDS)-year:2014</th>\n",
       "      <th>14344:WAHL04(PART03:SONSTIGE)-year:2009</th>\n",
       "      <th>14344:WAHL04(PART03:SONSTIGE)-year:2014</th>\n",
       "      <th>14344:WAHL04(PART03:SPD)-year:2009</th>\n",
       "      <th>14344:WAHL04(PART03:SPD)-year:2014</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>206</td>\n",
       "      <td>207</td>\n",
       "      <td>334</td>\n",
       "      <td>422</td>\n",
       "      <td>212</td>\n",
       "      <td>284</td>\n",
       "      <td>159</td>\n",
       "      <td>180</td>\n",
       "      <td>129</td>\n",
       "      <td>143</td>\n",
       "      <td>...</td>\n",
       "      <td>722983</td>\n",
       "      <td>645414</td>\n",
       "      <td>178867</td>\n",
       "      <td>61840</td>\n",
       "      <td>370359</td>\n",
       "      <td>309581</td>\n",
       "      <td>222916</td>\n",
       "      <td>164800</td>\n",
       "      <td>187261</td>\n",
       "      <td>202396</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           12511:BEV008(ALTX04:ALT000B18)-year:2011  \\\n",
       "region_id                                             \n",
       "14                                              206   \n",
       "\n",
       "           12511:BEV008(ALTX04:ALT000B18)-year:2014  \\\n",
       "region_id                                             \n",
       "14                                              207   \n",
       "\n",
       "           12511:BEV008(ALTX04:ALT018B35)-year:2011  \\\n",
       "region_id                                             \n",
       "14                                              334   \n",
       "\n",
       "           12511:BEV008(ALTX04:ALT018B35)-year:2014  \\\n",
       "region_id                                             \n",
       "14                                              422   \n",
       "\n",
       "           12511:BEV008(ALTX04:ALT035B45)-year:2011  \\\n",
       "region_id                                             \n",
       "14                                              212   \n",
       "\n",
       "           12511:BEV008(ALTX04:ALT035B45)-year:2014  \\\n",
       "region_id                                             \n",
       "14                                              284   \n",
       "\n",
       "           12511:BEV008(ALTX04:ALT045UM)-year:2011  \\\n",
       "region_id                                            \n",
       "14                                             159   \n",
       "\n",
       "           12511:BEV008(ALTX04:ALT045UM)-year:2014  \\\n",
       "region_id                                            \n",
       "14                                             180   \n",
       "\n",
       "           12511:BEV008(AUFDA1:AUFDA00B08)-year:2011  \\\n",
       "region_id                                              \n",
       "14                                               129   \n",
       "\n",
       "           12511:BEV008(AUFDA1:AUFDA00B08)-year:2014  ...  \\\n",
       "region_id                                             ...   \n",
       "14                                               143  ...   \n",
       "\n",
       "           14344:WAHL04(PART03:CDU)-year:2009  \\\n",
       "region_id                                       \n",
       "14                                     722983   \n",
       "\n",
       "           14344:WAHL04(PART03:CDU)-year:2014  \\\n",
       "region_id                                       \n",
       "14                                     645414   \n",
       "\n",
       "           14344:WAHL04(PART03:FDP)-year:2009  \\\n",
       "region_id                                       \n",
       "14                                     178867   \n",
       "\n",
       "           14344:WAHL04(PART03:FDP)-year:2014  \\\n",
       "region_id                                       \n",
       "14                                      61840   \n",
       "\n",
       "           14344:WAHL04(PART03:PDS)-year:2009  \\\n",
       "region_id                                       \n",
       "14                                     370359   \n",
       "\n",
       "           14344:WAHL04(PART03:PDS)-year:2014  \\\n",
       "region_id                                       \n",
       "14                                     309581   \n",
       "\n",
       "           14344:WAHL04(PART03:SONSTIGE)-year:2009  \\\n",
       "region_id                                            \n",
       "14                                          222916   \n",
       "\n",
       "           14344:WAHL04(PART03:SONSTIGE)-year:2014  \\\n",
       "region_id                                            \n",
       "14                                          164800   \n",
       "\n",
       "           14344:WAHL04(PART03:SPD)-year:2009  \\\n",
       "region_id                                       \n",
       "14                                     187261   \n",
       "\n",
       "           14344:WAHL04(PART03:SPD)-year:2014  \n",
       "region_id                                      \n",
       "14                                     202396  \n",
       "\n",
       "[1 rows x 29 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?region=14&data=14344:WAHL04(PART03)&data=12511:BEV008(AUFDA1,ALTX04)&time=2009,2011,2014&sort=time&layout=region')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?region=14&data=14344:WAHL04(PART03)&data=12511:BEV008(AUFDA1,ALTX04)&time=2009,2011,2014&sort=time&layout=time\n"
     ]
    },
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       "      <th></th>\n",
       "      <th>12511:BEV008(ALTX04:ALT000B18)-region_id:14</th>\n",
       "      <th>12511:BEV008(ALTX04:ALT018B35)-region_id:14</th>\n",
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       "      <th>14344:WAHL04(PART03:SPD)-region_id:14</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2009</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>114963</td>\n",
       "      <td>722983</td>\n",
       "      <td>178867</td>\n",
       "      <td>370359</td>\n",
       "      <td>222916</td>\n",
       "      <td>187261</td>\n",
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       "    <tr>\n",
       "      <td>2011</td>\n",
       "      <td>206</td>\n",
       "      <td>334</td>\n",
       "      <td>212</td>\n",
       "      <td>159</td>\n",
       "      <td>129</td>\n",
       "      <td>509</td>\n",
       "      <td>182</td>\n",
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       "      <td>2014</td>\n",
       "      <td>207</td>\n",
       "      <td>422</td>\n",
       "      <td>284</td>\n",
       "      <td>180</td>\n",
       "      <td>143</td>\n",
       "      <td>644</td>\n",
       "      <td>195</td>\n",
       "      <td>111</td>\n",
       "      <td>159611</td>\n",
       "      <td>93857</td>\n",
       "      <td>645414</td>\n",
       "      <td>61840</td>\n",
       "      <td>309581</td>\n",
       "      <td>164800</td>\n",
       "      <td>202396</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     12511:BEV008(ALTX04:ALT000B18)-region_id:14  \\\n",
       "year                                               \n",
       "2009                                               \n",
       "2011                                         206   \n",
       "2014                                         207   \n",
       "\n",
       "     12511:BEV008(ALTX04:ALT018B35)-region_id:14  \\\n",
       "year                                               \n",
       "2009                                               \n",
       "2011                                         334   \n",
       "2014                                         422   \n",
       "\n",
       "     12511:BEV008(ALTX04:ALT035B45)-region_id:14  \\\n",
       "year                                               \n",
       "2009                                               \n",
       "2011                                         212   \n",
       "2014                                         284   \n",
       "\n",
       "     12511:BEV008(ALTX04:ALT045UM)-region_id:14  \\\n",
       "year                                              \n",
       "2009                                              \n",
       "2011                                        159   \n",
       "2014                                        180   \n",
       "\n",
       "     12511:BEV008(AUFDA1:AUFDA00B08)-region_id:14  \\\n",
       "year                                                \n",
       "2009                                                \n",
       "2011                                          129   \n",
       "2014                                          143   \n",
       "\n",
       "     12511:BEV008(AUFDA1:AUFDA08B15)-region_id:14  \\\n",
       "year                                                \n",
       "2009                                                \n",
       "2011                                          509   \n",
       "2014                                          644   \n",
       "\n",
       "     12511:BEV008(AUFDA1:AUFDA15B20)-region_id:14  \\\n",
       "year                                                \n",
       "2009                                                \n",
       "2011                                          182   \n",
       "2014                                          195   \n",
       "\n",
       "     12511:BEV008(AUFDA1:AUFDA20UM)-region_id:14  \\\n",
       "year                                               \n",
       "2009                                               \n",
       "2011                                          91   \n",
       "2014                                         111   \n",
       "\n",
       "     14344:WAHL04(PART03:AFD)-region_id:14  \\\n",
       "year                                         \n",
       "2009                                         \n",
       "2011                                         \n",
       "2014                                159611   \n",
       "\n",
       "     14344:WAHL04(PART03:B90_GRUENE)-region_id:14  \\\n",
       "year                                                \n",
       "2009                                       114963   \n",
       "2011                                                \n",
       "2014                                        93857   \n",
       "\n",
       "     14344:WAHL04(PART03:CDU)-region_id:14  \\\n",
       "year                                         \n",
       "2009                                722983   \n",
       "2011                                         \n",
       "2014                                645414   \n",
       "\n",
       "     14344:WAHL04(PART03:FDP)-region_id:14  \\\n",
       "year                                         \n",
       "2009                                178867   \n",
       "2011                                         \n",
       "2014                                 61840   \n",
       "\n",
       "     14344:WAHL04(PART03:PDS)-region_id:14  \\\n",
       "year                                         \n",
       "2009                                370359   \n",
       "2011                                         \n",
       "2014                                309581   \n",
       "\n",
       "     14344:WAHL04(PART03:SONSTIGE)-region_id:14  \\\n",
       "year                                              \n",
       "2009                                     222916   \n",
       "2011                                              \n",
       "2014                                     164800   \n",
       "\n",
       "     14344:WAHL04(PART03:SPD)-region_id:14  \n",
       "year                                        \n",
       "2009                                187261  \n",
       "2011                                        \n",
       "2014                                202396  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?region=14&data=14344:WAHL04(PART03)&data=12511:BEV008(AUFDA1,ALTX04)&time=2009,2011,2014&sort=time&layout=time')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## kombinierte Dimensionen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=12613:BEV002(NAT,GES)&time=2017&region=01\n"
     ]
    },
    {
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       "      <th>12613:BEV002(GES)</th>\n",
       "      <th>12613:BEV002(NAT)</th>\n",
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       "      <td>2017</td>\n",
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       "      <td>17267</td>\n",
       "      <td>GESW</td>\n",
       "      <td>NATD</td>\n",
       "      <td>12613</td>\n",
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       "    <tr>\n",
       "      <td>01</td>\n",
       "      <td>2017</td>\n",
       "      <td>BEV002</td>\n",
       "      <td>17557</td>\n",
       "      <td>GESW</td>\n",
       "      <td></td>\n",
       "      <td>12613</td>\n",
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       "    <tr>\n",
       "      <td>01</td>\n",
       "      <td>2017</td>\n",
       "      <td>BEV002</td>\n",
       "      <td>699</td>\n",
       "      <td></td>\n",
       "      <td>NATA</td>\n",
       "      <td>12613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>01</td>\n",
       "      <td>2017</td>\n",
       "      <td>BEV002</td>\n",
       "      <td>33756</td>\n",
       "      <td></td>\n",
       "      <td>NATD</td>\n",
       "      <td>12613</td>\n",
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      ],
      "text/plain": [
       "           year measure  value 12613:BEV002(GES) 12613:BEV002(NAT)  statistic\n",
       "region_id                                                                    \n",
       "01         2017  BEV002    409              GESM              NATA      12613\n",
       "01         2017  BEV002  16489              GESM              NATD      12613\n",
       "01         2017  BEV002  16898              GESM                        12613\n",
       "01         2017  BEV002    290              GESW              NATA      12613\n",
       "01         2017  BEV002  17267              GESW              NATD      12613\n",
       "01         2017  BEV002  17557              GESW                        12613\n",
       "01         2017  BEV002    699                                NATA      12613\n",
       "01         2017  BEV002  33756                                NATD      12613"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?data=12613:BEV002(NAT,GES)&time=2017&region=01')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=12613:BEV002(NAT,GES)&time=2017&level=3&layout=region\n"
     ]
    },
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       "      <th></th>\n",
       "      <th>12613:BEV002(GES:GESM)-year:2017</th>\n",
       "      <th>12613:BEV002(GES:GESW)-year:2017</th>\n",
       "      <th>12613:BEV002(NAT:NATA)-year:2017</th>\n",
       "      <th>12613:BEV002(NAT:NATA,GES:GESM)-year:2017</th>\n",
       "      <th>12613:BEV002(NAT:NATA,GES:GESW)-year:2017</th>\n",
       "      <th>12613:BEV002(NAT:NATD)-year:2017</th>\n",
       "      <th>12613:BEV002(NAT:NATD,GES:GESM)-year:2017</th>\n",
       "      <th>12613:BEV002(NAT:NATD,GES:GESW)-year:2017</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>01001</td>\n",
       "      <td>498</td>\n",
       "      <td>536</td>\n",
       "      <td>33</td>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>1001</td>\n",
       "      <td>483</td>\n",
       "      <td>518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>01002</td>\n",
       "      <td>1168</td>\n",
       "      <td>1313</td>\n",
       "      <td>86</td>\n",
       "      <td>51</td>\n",
       "      <td>35</td>\n",
       "      <td>2395</td>\n",
       "      <td>1117</td>\n",
       "      <td>1278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>01003</td>\n",
       "      <td>1345</td>\n",
       "      <td>1407</td>\n",
       "      <td>76</td>\n",
       "      <td>51</td>\n",
       "      <td>25</td>\n",
       "      <td>2676</td>\n",
       "      <td>1294</td>\n",
       "      <td>1382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>01004</td>\n",
       "      <td>542</td>\n",
       "      <td>599</td>\n",
       "      <td>38</td>\n",
       "      <td>22</td>\n",
       "      <td>16</td>\n",
       "      <td>1103</td>\n",
       "      <td>520</td>\n",
       "      <td>583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>01051</td>\n",
       "      <td>870</td>\n",
       "      <td>908</td>\n",
       "      <td>16</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>1762</td>\n",
       "      <td>861</td>\n",
       "      <td>901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16073</td>\n",
       "      <td>827</td>\n",
       "      <td>888</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1712</td>\n",
       "      <td>825</td>\n",
       "      <td>887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16074</td>\n",
       "      <td>509</td>\n",
       "      <td>496</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>1004</td>\n",
       "      <td>508</td>\n",
       "      <td>496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16075</td>\n",
       "      <td>601</td>\n",
       "      <td>610</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1207</td>\n",
       "      <td>599</td>\n",
       "      <td>608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16076</td>\n",
       "      <td>663</td>\n",
       "      <td>778</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1434</td>\n",
       "      <td>660</td>\n",
       "      <td>774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16077</td>\n",
       "      <td>684</td>\n",
       "      <td>696</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1373</td>\n",
       "      <td>678</td>\n",
       "      <td>695</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>404 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          12613:BEV002(GES:GESM)-year:2017 12613:BEV002(GES:GESW)-year:2017  \\\n",
       "region_id                                                                     \n",
       "01001                                  498                              536   \n",
       "01002                                 1168                             1313   \n",
       "01003                                 1345                             1407   \n",
       "01004                                  542                              599   \n",
       "01051                                  870                              908   \n",
       "...                                    ...                              ...   \n",
       "16073                                  827                              888   \n",
       "16074                                  509                              496   \n",
       "16075                                  601                              610   \n",
       "16076                                  663                              778   \n",
       "16077                                  684                              696   \n",
       "\n",
       "           12613:BEV002(NAT:NATA)-year:2017  \\\n",
       "region_id                                     \n",
       "01001                                    33   \n",
       "01002                                    86   \n",
       "01003                                    76   \n",
       "01004                                    38   \n",
       "01051                                    16   \n",
       "...                                     ...   \n",
       "16073                                     3   \n",
       "16074                                     1   \n",
       "16075                                     4   \n",
       "16076                                     7   \n",
       "16077                                     7   \n",
       "\n",
       "           12613:BEV002(NAT:NATA,GES:GESM)-year:2017  \\\n",
       "region_id                                              \n",
       "01001                                             15   \n",
       "01002                                             51   \n",
       "01003                                             51   \n",
       "01004                                             22   \n",
       "01051                                              9   \n",
       "...                                              ...   \n",
       "16073                                              2   \n",
       "16074                                              1   \n",
       "16075                                              2   \n",
       "16076                                              3   \n",
       "16077                                              6   \n",
       "\n",
       "          12613:BEV002(NAT:NATA,GES:GESW)-year:2017  \\\n",
       "region_id                                             \n",
       "01001                                            18   \n",
       "01002                                            35   \n",
       "01003                                            25   \n",
       "01004                                            16   \n",
       "01051                                             7   \n",
       "...                                             ...   \n",
       "16073                                             1   \n",
       "16074                                                 \n",
       "16075                                             2   \n",
       "16076                                             4   \n",
       "16077                                             1   \n",
       "\n",
       "           12613:BEV002(NAT:NATD)-year:2017  \\\n",
       "region_id                                     \n",
       "01001                                  1001   \n",
       "01002                                  2395   \n",
       "01003                                  2676   \n",
       "01004                                  1103   \n",
       "01051                                  1762   \n",
       "...                                     ...   \n",
       "16073                                  1712   \n",
       "16074                                  1004   \n",
       "16075                                  1207   \n",
       "16076                                  1434   \n",
       "16077                                  1373   \n",
       "\n",
       "           12613:BEV002(NAT:NATD,GES:GESM)-year:2017  \\\n",
       "region_id                                              \n",
       "01001                                            483   \n",
       "01002                                           1117   \n",
       "01003                                           1294   \n",
       "01004                                            520   \n",
       "01051                                            861   \n",
       "...                                              ...   \n",
       "16073                                            825   \n",
       "16074                                            508   \n",
       "16075                                            599   \n",
       "16076                                            660   \n",
       "16077                                            678   \n",
       "\n",
       "           12613:BEV002(NAT:NATD,GES:GESW)-year:2017  \n",
       "region_id                                             \n",
       "01001                                            518  \n",
       "01002                                           1278  \n",
       "01003                                           1382  \n",
       "01004                                            583  \n",
       "01051                                            901  \n",
       "...                                              ...  \n",
       "16073                                            887  \n",
       "16074                                            496  \n",
       "16075                                            608  \n",
       "16076                                            774  \n",
       "16077                                            695  \n",
       "\n",
       "[404 rows x 8 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?data=12613:BEV002(NAT,GES)&time=2017&level=3&layout=region')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Labels\n",
    "\n",
    "Standardmäßig werden Regionen mit IDs und Name angegeben. Merkmale samt ihrer Ausprägungen werden mit ihren jeweiligen IDs angegeben. Mit `labels=name` werden diese Ids durch ihren ausgeschriebeneen Namen / Bezeichung ersetzt."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=12613:BEV002(NAT,GES)&time=2017&region=01&labels=name\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Jahr</th>\n",
       "      <th>Merkmal</th>\n",
       "      <th>Wert</th>\n",
       "      <th>Gestorbene: Geschlecht</th>\n",
       "      <th>Gestorbene: Nationalität</th>\n",
       "      <th>Statistik</th>\n",
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       "      <th>Region</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Schleswig-Holstein</td>\n",
       "      <td>2017</td>\n",
       "      <td>Gestorbene</td>\n",
       "      <td>409</td>\n",
       "      <td>männlich</td>\n",
       "      <td>Ausländer(innen)</td>\n",
       "      <td>Statistik der Sterbefälle</td>\n",
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       "    <tr>\n",
       "      <td>Schleswig-Holstein</td>\n",
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       "    <tr>\n",
       "      <td>Schleswig-Holstein</td>\n",
       "      <td>2017</td>\n",
       "      <td>Gestorbene</td>\n",
       "      <td>16898</td>\n",
       "      <td>männlich</td>\n",
       "      <td></td>\n",
       "      <td>Statistik der Sterbefälle</td>\n",
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       "    <tr>\n",
       "      <td>Schleswig-Holstein</td>\n",
       "      <td>2017</td>\n",
       "      <td>Gestorbene</td>\n",
       "      <td>290</td>\n",
       "      <td>weiblich</td>\n",
       "      <td>Ausländer(innen)</td>\n",
       "      <td>Statistik der Sterbefälle</td>\n",
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       "    <tr>\n",
       "      <td>Schleswig-Holstein</td>\n",
       "      <td>2017</td>\n",
       "      <td>Gestorbene</td>\n",
       "      <td>17267</td>\n",
       "      <td>weiblich</td>\n",
       "      <td>Deutsche</td>\n",
       "      <td>Statistik der Sterbefälle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Schleswig-Holstein</td>\n",
       "      <td>2017</td>\n",
       "      <td>Gestorbene</td>\n",
       "      <td>17557</td>\n",
       "      <td>weiblich</td>\n",
       "      <td></td>\n",
       "      <td>Statistik der Sterbefälle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Schleswig-Holstein</td>\n",
       "      <td>2017</td>\n",
       "      <td>Gestorbene</td>\n",
       "      <td>699</td>\n",
       "      <td></td>\n",
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       "      <td>Schleswig-Holstein</td>\n",
       "      <td>2017</td>\n",
       "      <td>Gestorbene</td>\n",
       "      <td>33756</td>\n",
       "      <td></td>\n",
       "      <td>Deutsche</td>\n",
       "      <td>Statistik der Sterbefälle</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Jahr     Merkmal   Wert Gestorbene: Geschlecht  \\\n",
       "Region                                                               \n",
       "Schleswig-Holstein  2017  Gestorbene    409               männlich   \n",
       "Schleswig-Holstein  2017  Gestorbene  16489               männlich   \n",
       "Schleswig-Holstein  2017  Gestorbene  16898               männlich   \n",
       "Schleswig-Holstein  2017  Gestorbene    290               weiblich   \n",
       "Schleswig-Holstein  2017  Gestorbene  17267               weiblich   \n",
       "Schleswig-Holstein  2017  Gestorbene  17557               weiblich   \n",
       "Schleswig-Holstein  2017  Gestorbene    699                          \n",
       "Schleswig-Holstein  2017  Gestorbene  33756                          \n",
       "\n",
       "                   Gestorbene: Nationalität                  Statistik  \n",
       "Region                                                                  \n",
       "Schleswig-Holstein         Ausländer(innen)  Statistik der Sterbefälle  \n",
       "Schleswig-Holstein                 Deutsche  Statistik der Sterbefälle  \n",
       "Schleswig-Holstein                           Statistik der Sterbefälle  \n",
       "Schleswig-Holstein         Ausländer(innen)  Statistik der Sterbefälle  \n",
       "Schleswig-Holstein                 Deutsche  Statistik der Sterbefälle  \n",
       "Schleswig-Holstein                           Statistik der Sterbefälle  \n",
       "Schleswig-Holstein         Ausländer(innen)  Statistik der Sterbefälle  \n",
       "Schleswig-Holstein                 Deutsche  Statistik der Sterbefälle  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?data=12613:BEV002(NAT,GES)&time=2017&region=01&labels=name')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?region=14&data=14344:WAHL04(PART03)&data=12511:BEV008(AUFDA1,ALTX04)&time=2009,2011,2014&sort=time&labels=name\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Jahr</th>\n",
       "      <th>Merkmal</th>\n",
       "      <th>Wert</th>\n",
       "      <th>Einbürgerungen von Ausländern: Altersgruppen (unter 18,18-35,35-45, 45 und älter)</th>\n",
       "      <th>Einbürgerungen von Ausländern: Aufenthaltsdauer</th>\n",
       "      <th>Gültige Stimmen: Parteien</th>\n",
       "      <th>Statistik</th>\n",
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       "      <th>Region</th>\n",
       "      <th></th>\n",
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       "      <td>Sachsen</td>\n",
       "      <td>2009</td>\n",
       "      <td>Gültige Stimmen</td>\n",
       "      <td>722983</td>\n",
       "      <td></td>\n",
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       "      <td>CDU/CSU</td>\n",
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       "      <td>370359</td>\n",
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       "      <td></td>\n",
       "      <td>DIE LINKE</td>\n",
       "      <td>Landtagswahlen: Sachsen</td>\n",
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       "      <td>Sachsen</td>\n",
       "      <td>2009</td>\n",
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       "      <td>178867</td>\n",
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       "      <td>Landtagswahlen: Sachsen</td>\n",
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       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2009</td>\n",
       "      <td>Gültige Stimmen</td>\n",
       "      <td>114963</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>GRÜNE</td>\n",
       "      <td>Landtagswahlen: Sachsen</td>\n",
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       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2009</td>\n",
       "      <td>Gültige Stimmen</td>\n",
       "      <td>187261</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>SPD</td>\n",
       "      <td>Landtagswahlen: Sachsen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2009</td>\n",
       "      <td>Gültige Stimmen</td>\n",
       "      <td>222916</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Sonstige Parteien</td>\n",
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       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2011</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>334</td>\n",
       "      <td>18 bis unter 35 Jahre</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2011</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>212</td>\n",
       "      <td>35 bis unter 45 Jahre</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2011</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>159</td>\n",
       "      <td>45 Jahre und mehr</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2011</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>206</td>\n",
       "      <td>unter 18 Jahre</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2011</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>182</td>\n",
       "      <td></td>\n",
       "      <td>Aufenthaltsdauer 15 bis unter 20 Jahren</td>\n",
       "      <td></td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2011</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>91</td>\n",
       "      <td></td>\n",
       "      <td>Aufenthaltsdauer 20 Jahre und mehr</td>\n",
       "      <td></td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2011</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>509</td>\n",
       "      <td></td>\n",
       "      <td>Aufenthaltsdauer 8 bis unter 15 Jahren</td>\n",
       "      <td></td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2011</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>129</td>\n",
       "      <td></td>\n",
       "      <td>Aufenthaltsdauer unter 8 Jahren</td>\n",
       "      <td></td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2014</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>422</td>\n",
       "      <td>18 bis unter 35 Jahre</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2014</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>284</td>\n",
       "      <td>35 bis unter 45 Jahre</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2014</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>180</td>\n",
       "      <td>45 Jahre und mehr</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2014</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>207</td>\n",
       "      <td>unter 18 Jahre</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2014</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>195</td>\n",
       "      <td></td>\n",
       "      <td>Aufenthaltsdauer 15 bis unter 20 Jahren</td>\n",
       "      <td></td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2014</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>111</td>\n",
       "      <td></td>\n",
       "      <td>Aufenthaltsdauer 20 Jahre und mehr</td>\n",
       "      <td></td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2014</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>644</td>\n",
       "      <td></td>\n",
       "      <td>Aufenthaltsdauer 8 bis unter 15 Jahren</td>\n",
       "      <td></td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2014</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>143</td>\n",
       "      <td></td>\n",
       "      <td>Aufenthaltsdauer unter 8 Jahren</td>\n",
       "      <td></td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2014</td>\n",
       "      <td>Gültige Stimmen</td>\n",
       "      <td>159611</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>AfD</td>\n",
       "      <td>Landtagswahlen: Sachsen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2014</td>\n",
       "      <td>Gültige Stimmen</td>\n",
       "      <td>645414</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>CDU/CSU</td>\n",
       "      <td>Landtagswahlen: Sachsen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2014</td>\n",
       "      <td>Gültige Stimmen</td>\n",
       "      <td>309581</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DIE LINKE</td>\n",
       "      <td>Landtagswahlen: Sachsen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2014</td>\n",
       "      <td>Gültige Stimmen</td>\n",
       "      <td>61840</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>FDP</td>\n",
       "      <td>Landtagswahlen: Sachsen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2014</td>\n",
       "      <td>Gültige Stimmen</td>\n",
       "      <td>93857</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>GRÜNE</td>\n",
       "      <td>Landtagswahlen: Sachsen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2014</td>\n",
       "      <td>Gültige Stimmen</td>\n",
       "      <td>202396</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>SPD</td>\n",
       "      <td>Landtagswahlen: Sachsen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sachsen</td>\n",
       "      <td>2014</td>\n",
       "      <td>Gültige Stimmen</td>\n",
       "      <td>164800</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Sonstige Parteien</td>\n",
       "      <td>Landtagswahlen: Sachsen</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Jahr                        Merkmal    Wert  \\\n",
       "Region                                                 \n",
       "Sachsen  2009                Gültige Stimmen  722983   \n",
       "Sachsen  2009                Gültige Stimmen  370359   \n",
       "Sachsen  2009                Gültige Stimmen  178867   \n",
       "Sachsen  2009                Gültige Stimmen  114963   \n",
       "Sachsen  2009                Gültige Stimmen  187261   \n",
       "Sachsen  2009                Gültige Stimmen  222916   \n",
       "Sachsen  2011  Einbürgerungen von Ausländern     334   \n",
       "Sachsen  2011  Einbürgerungen von Ausländern     212   \n",
       "Sachsen  2011  Einbürgerungen von Ausländern     159   \n",
       "Sachsen  2011  Einbürgerungen von Ausländern     206   \n",
       "Sachsen  2011  Einbürgerungen von Ausländern     182   \n",
       "Sachsen  2011  Einbürgerungen von Ausländern      91   \n",
       "Sachsen  2011  Einbürgerungen von Ausländern     509   \n",
       "Sachsen  2011  Einbürgerungen von Ausländern     129   \n",
       "Sachsen  2014  Einbürgerungen von Ausländern     422   \n",
       "Sachsen  2014  Einbürgerungen von Ausländern     284   \n",
       "Sachsen  2014  Einbürgerungen von Ausländern     180   \n",
       "Sachsen  2014  Einbürgerungen von Ausländern     207   \n",
       "Sachsen  2014  Einbürgerungen von Ausländern     195   \n",
       "Sachsen  2014  Einbürgerungen von Ausländern     111   \n",
       "Sachsen  2014  Einbürgerungen von Ausländern     644   \n",
       "Sachsen  2014  Einbürgerungen von Ausländern     143   \n",
       "Sachsen  2014                Gültige Stimmen  159611   \n",
       "Sachsen  2014                Gültige Stimmen  645414   \n",
       "Sachsen  2014                Gültige Stimmen  309581   \n",
       "Sachsen  2014                Gültige Stimmen   61840   \n",
       "Sachsen  2014                Gültige Stimmen   93857   \n",
       "Sachsen  2014                Gültige Stimmen  202396   \n",
       "Sachsen  2014                Gültige Stimmen  164800   \n",
       "\n",
       "        Einbürgerungen von Ausländern: Altersgruppen (unter 18,18-35,35-45, 45 und älter)  \\\n",
       "Region                                                                                      \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                              18 bis unter 35 Jahre                                  \n",
       "Sachsen                              35 bis unter 45 Jahre                                  \n",
       "Sachsen                                  45 Jahre und mehr                                  \n",
       "Sachsen                                     unter 18 Jahre                                  \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                              18 bis unter 35 Jahre                                  \n",
       "Sachsen                              35 bis unter 45 Jahre                                  \n",
       "Sachsen                                  45 Jahre und mehr                                  \n",
       "Sachsen                                     unter 18 Jahre                                  \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "Sachsen                                                                                     \n",
       "\n",
       "        Einbürgerungen von Ausländern: Aufenthaltsdauer  \\\n",
       "Region                                                    \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen         Aufenthaltsdauer 15 bis unter 20 Jahren   \n",
       "Sachsen              Aufenthaltsdauer 20 Jahre und mehr   \n",
       "Sachsen          Aufenthaltsdauer 8 bis unter 15 Jahren   \n",
       "Sachsen                 Aufenthaltsdauer unter 8 Jahren   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen         Aufenthaltsdauer 15 bis unter 20 Jahren   \n",
       "Sachsen              Aufenthaltsdauer 20 Jahre und mehr   \n",
       "Sachsen          Aufenthaltsdauer 8 bis unter 15 Jahren   \n",
       "Sachsen                 Aufenthaltsdauer unter 8 Jahren   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "Sachsen                                                   \n",
       "\n",
       "        Gültige Stimmen: Parteien                Statistik  \n",
       "Region                                                      \n",
       "Sachsen                   CDU/CSU  Landtagswahlen: Sachsen  \n",
       "Sachsen                 DIE LINKE  Landtagswahlen: Sachsen  \n",
       "Sachsen                       FDP  Landtagswahlen: Sachsen  \n",
       "Sachsen                     GRÜNE  Landtagswahlen: Sachsen  \n",
       "Sachsen                       SPD  Landtagswahlen: Sachsen  \n",
       "Sachsen         Sonstige Parteien  Landtagswahlen: Sachsen  \n",
       "Sachsen                             Einbürgerungsstatistik  \n",
       "Sachsen                             Einbürgerungsstatistik  \n",
       "Sachsen                             Einbürgerungsstatistik  \n",
       "Sachsen                             Einbürgerungsstatistik  \n",
       "Sachsen                             Einbürgerungsstatistik  \n",
       "Sachsen                             Einbürgerungsstatistik  \n",
       "Sachsen                             Einbürgerungsstatistik  \n",
       "Sachsen                             Einbürgerungsstatistik  \n",
       "Sachsen                             Einbürgerungsstatistik  \n",
       "Sachsen                             Einbürgerungsstatistik  \n",
       "Sachsen                             Einbürgerungsstatistik  \n",
       "Sachsen                             Einbürgerungsstatistik  \n",
       "Sachsen                             Einbürgerungsstatistik  \n",
       "Sachsen                             Einbürgerungsstatistik  \n",
       "Sachsen                             Einbürgerungsstatistik  \n",
       "Sachsen                             Einbürgerungsstatistik  \n",
       "Sachsen                       AfD  Landtagswahlen: Sachsen  \n",
       "Sachsen                   CDU/CSU  Landtagswahlen: Sachsen  \n",
       "Sachsen                 DIE LINKE  Landtagswahlen: Sachsen  \n",
       "Sachsen                       FDP  Landtagswahlen: Sachsen  \n",
       "Sachsen                     GRÜNE  Landtagswahlen: Sachsen  \n",
       "Sachsen                       SPD  Landtagswahlen: Sachsen  \n",
       "Sachsen         Sonstige Parteien  Landtagswahlen: Sachsen  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?region=14&data=14344:WAHL04(PART03)&data=12511:BEV008(AUFDA1,ALTX04)&time=2009,2011,2014&sort=time&labels=name')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=12613:BEV002(NAT,GES)&time=2017&level=1&layout=region&labels=name\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gestorbene: Ausländer(innen), 2017</th>\n",
       "      <th>Gestorbene: Ausländer(innen), männlich, 2017</th>\n",
       "      <th>Gestorbene: Ausländer(innen), weiblich, 2017</th>\n",
       "      <th>Gestorbene: Deutsche, 2017</th>\n",
       "      <th>Gestorbene: Deutsche, männlich, 2017</th>\n",
       "      <th>Gestorbene: Deutsche, weiblich, 2017</th>\n",
       "      <th>Gestorbene: männlich, 2017</th>\n",
       "      <th>Gestorbene: weiblich, 2017</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Region</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>699</td>\n",
       "      <td>409</td>\n",
       "      <td>290</td>\n",
       "      <td>33756</td>\n",
       "      <td>16489</td>\n",
       "      <td>17267</td>\n",
       "      <td>16898</td>\n",
       "      <td>17557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>909</td>\n",
       "      <td>576</td>\n",
       "      <td>333</td>\n",
       "      <td>16731</td>\n",
       "      <td>8121</td>\n",
       "      <td>8610</td>\n",
       "      <td>8697</td>\n",
       "      <td>8943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>2433</td>\n",
       "      <td>1420</td>\n",
       "      <td>1013</td>\n",
       "      <td>91280</td>\n",
       "      <td>44538</td>\n",
       "      <td>46742</td>\n",
       "      <td>45958</td>\n",
       "      <td>47755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>315</td>\n",
       "      <td>191</td>\n",
       "      <td>124</td>\n",
       "      <td>7590</td>\n",
       "      <td>3720</td>\n",
       "      <td>3870</td>\n",
       "      <td>3911</td>\n",
       "      <td>3994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>8333</td>\n",
       "      <td>5060</td>\n",
       "      <td>3273</td>\n",
       "      <td>196509</td>\n",
       "      <td>94826</td>\n",
       "      <td>101683</td>\n",
       "      <td>99886</td>\n",
       "      <td>104956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>2918</td>\n",
       "      <td>1773</td>\n",
       "      <td>1145</td>\n",
       "      <td>63419</td>\n",
       "      <td>30860</td>\n",
       "      <td>32559</td>\n",
       "      <td>32633</td>\n",
       "      <td>33704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>1278</td>\n",
       "      <td>779</td>\n",
       "      <td>499</td>\n",
       "      <td>46107</td>\n",
       "      <td>22421</td>\n",
       "      <td>23686</td>\n",
       "      <td>23200</td>\n",
       "      <td>24185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>5907</td>\n",
       "      <td>3635</td>\n",
       "      <td>2272</td>\n",
       "      <td>103213</td>\n",
       "      <td>50042</td>\n",
       "      <td>53171</td>\n",
       "      <td>53677</td>\n",
       "      <td>55443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>4871</td>\n",
       "      <td>2962</td>\n",
       "      <td>1909</td>\n",
       "      <td>129031</td>\n",
       "      <td>62196</td>\n",
       "      <td>66835</td>\n",
       "      <td>65158</td>\n",
       "      <td>68744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>450</td>\n",
       "      <td>263</td>\n",
       "      <td>187</td>\n",
       "      <td>12825</td>\n",
       "      <td>6226</td>\n",
       "      <td>6599</td>\n",
       "      <td>6489</td>\n",
       "      <td>6786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>1593</td>\n",
       "      <td>971</td>\n",
       "      <td>622</td>\n",
       "      <td>32746</td>\n",
       "      <td>15921</td>\n",
       "      <td>16825</td>\n",
       "      <td>16892</td>\n",
       "      <td>17447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>267</td>\n",
       "      <td>161</td>\n",
       "      <td>106</td>\n",
       "      <td>31511</td>\n",
       "      <td>15844</td>\n",
       "      <td>15667</td>\n",
       "      <td>16005</td>\n",
       "      <td>15773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>120</td>\n",
       "      <td>81</td>\n",
       "      <td>39</td>\n",
       "      <td>20616</td>\n",
       "      <td>10603</td>\n",
       "      <td>10013</td>\n",
       "      <td>10684</td>\n",
       "      <td>10052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>323</td>\n",
       "      <td>211</td>\n",
       "      <td>112</td>\n",
       "      <td>54366</td>\n",
       "      <td>26656</td>\n",
       "      <td>27710</td>\n",
       "      <td>26867</td>\n",
       "      <td>27822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>202</td>\n",
       "      <td>133</td>\n",
       "      <td>69</td>\n",
       "      <td>32593</td>\n",
       "      <td>16336</td>\n",
       "      <td>16257</td>\n",
       "      <td>16469</td>\n",
       "      <td>16326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>134</td>\n",
       "      <td>84</td>\n",
       "      <td>50</td>\n",
       "      <td>29227</td>\n",
       "      <td>14253</td>\n",
       "      <td>14974</td>\n",
       "      <td>14337</td>\n",
       "      <td>15024</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
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       "        Gestorbene: Ausländer(innen), 2017  \\\n",
       "Region                                       \n",
       "1                                      699   \n",
       "2                                      909   \n",
       "3                                     2433   \n",
       "4                                      315   \n",
       "5                                     8333   \n",
       "6                                     2918   \n",
       "7                                     1278   \n",
       "8                                     5907   \n",
       "9                                     4871   \n",
       "10                                     450   \n",
       "11                                    1593   \n",
       "12                                     267   \n",
       "13                                     120   \n",
       "14                                     323   \n",
       "15                                     202   \n",
       "16                                     134   \n",
       "\n",
       "        Gestorbene: Ausländer(innen), männlich, 2017  \\\n",
       "Region                                                 \n",
       "1                                                409   \n",
       "2                                                576   \n",
       "3                                               1420   \n",
       "4                                                191   \n",
       "5                                               5060   \n",
       "6                                               1773   \n",
       "7                                                779   \n",
       "8                                               3635   \n",
       "9                                               2962   \n",
       "10                                               263   \n",
       "11                                               971   \n",
       "12                                               161   \n",
       "13                                                81   \n",
       "14                                               211   \n",
       "15                                               133   \n",
       "16                                                84   \n",
       "\n",
       "        Gestorbene: Ausländer(innen), weiblich, 2017  \\\n",
       "Region                                                 \n",
       "1                                                290   \n",
       "2                                                333   \n",
       "3                                               1013   \n",
       "4                                                124   \n",
       "5                                               3273   \n",
       "6                                               1145   \n",
       "7                                                499   \n",
       "8                                               2272   \n",
       "9                                               1909   \n",
       "10                                               187   \n",
       "11                                               622   \n",
       "12                                               106   \n",
       "13                                                39   \n",
       "14                                               112   \n",
       "15                                                69   \n",
       "16                                                50   \n",
       "\n",
       "        Gestorbene: Deutsche, 2017  Gestorbene: Deutsche, männlich, 2017  \\\n",
       "Region                                                                     \n",
       "1                            33756                                 16489   \n",
       "2                            16731                                  8121   \n",
       "3                            91280                                 44538   \n",
       "4                             7590                                  3720   \n",
       "5                           196509                                 94826   \n",
       "6                            63419                                 30860   \n",
       "7                            46107                                 22421   \n",
       "8                           103213                                 50042   \n",
       "9                           129031                                 62196   \n",
       "10                           12825                                  6226   \n",
       "11                           32746                                 15921   \n",
       "12                           31511                                 15844   \n",
       "13                           20616                                 10603   \n",
       "14                           54366                                 26656   \n",
       "15                           32593                                 16336   \n",
       "16                           29227                                 14253   \n",
       "\n",
       "        Gestorbene: Deutsche, weiblich, 2017  Gestorbene: männlich, 2017  \\\n",
       "Region                                                                     \n",
       "1                                      17267                       16898   \n",
       "2                                       8610                        8697   \n",
       "3                                      46742                       45958   \n",
       "4                                       3870                        3911   \n",
       "5                                     101683                       99886   \n",
       "6                                      32559                       32633   \n",
       "7                                      23686                       23200   \n",
       "8                                      53171                       53677   \n",
       "9                                      66835                       65158   \n",
       "10                                      6599                        6489   \n",
       "11                                     16825                       16892   \n",
       "12                                     15667                       16005   \n",
       "13                                     10013                       10684   \n",
       "14                                     27710                       26867   \n",
       "15                                     16257                       16469   \n",
       "16                                     14974                       14337   \n",
       "\n",
       "        Gestorbene: weiblich, 2017  \n",
       "Region                              \n",
       "1                            17557  \n",
       "2                             8943  \n",
       "3                            47755  \n",
       "4                             3994  \n",
       "5                           104956  \n",
       "6                            33704  \n",
       "7                            24185  \n",
       "8                            55443  \n",
       "9                            68744  \n",
       "10                            6786  \n",
       "11                           17447  \n",
       "12                           15773  \n",
       "13                           10052  \n",
       "14                           27822  \n",
       "15                           16326  \n",
       "16                           15024  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?data=12613:BEV002(NAT,GES)&time=2017&level=1&layout=region&labels=name')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=12613:BEV002(NAT,GES)&time=2017&level=1&layout=time&labels=name\n"
     ]
    },
    {
     "data": {
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       "      <td>5907</td>\n",
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       "      <td>1593</td>\n",
       "      <td>267</td>\n",
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       "      Gestorbene: Ausländer(innen), Baden-Württemberg  \\\n",
       "Jahr                                                    \n",
       "2017                                             5907   \n",
       "\n",
       "      Gestorbene: Ausländer(innen), Bayern  \\\n",
       "Jahr                                         \n",
       "2017                                  4871   \n",
       "\n",
       "      Gestorbene: Ausländer(innen), Berlin  \\\n",
       "Jahr                                         \n",
       "2017                                  1593   \n",
       "\n",
       "      Gestorbene: Ausländer(innen), Brandenburg  \\\n",
       "Jahr                                              \n",
       "2017                                        267   \n",
       "\n",
       "      Gestorbene: Ausländer(innen), Bremen  \\\n",
       "Jahr                                         \n",
       "2017                                   315   \n",
       "\n",
       "      Gestorbene: Ausländer(innen), Hamburg  \\\n",
       "Jahr                                          \n",
       "2017                                    909   \n",
       "\n",
       "      Gestorbene: Ausländer(innen), Hessen  \\\n",
       "Jahr                                         \n",
       "2017                                  2918   \n",
       "\n",
       "      Gestorbene: Ausländer(innen), Mecklenburg-Vorpommern  \\\n",
       "Jahr                                                         \n",
       "2017                                                120      \n",
       "\n",
       "      Gestorbene: Ausländer(innen), Niedersachsen  \\\n",
       "Jahr                                                \n",
       "2017                                         2433   \n",
       "\n",
       "      Gestorbene: Ausländer(innen), Nordrhein-Westfalen  ...  \\\n",
       "Jahr                                                     ...   \n",
       "2017                                               8333  ...   \n",
       "\n",
       "      Gestorbene: weiblich, Hessen  \\\n",
       "Jahr                                 \n",
       "2017                         33704   \n",
       "\n",
       "      Gestorbene: weiblich, Mecklenburg-Vorpommern  \\\n",
       "Jahr                                                 \n",
       "2017                                         10052   \n",
       "\n",
       "      Gestorbene: weiblich, Niedersachsen  \\\n",
       "Jahr                                        \n",
       "2017                                47755   \n",
       "\n",
       "      Gestorbene: weiblich, Nordrhein-Westfalen  \\\n",
       "Jahr                                              \n",
       "2017                                     104956   \n",
       "\n",
       "      Gestorbene: weiblich, Rheinland-Pfalz  Gestorbene: weiblich, Saarland  \\\n",
       "Jahr                                                                          \n",
       "2017                                  24185                            6786   \n",
       "\n",
       "      Gestorbene: weiblich, Sachsen  Gestorbene: weiblich, Sachsen-Anhalt  \\\n",
       "Jahr                                                                        \n",
       "2017                          27822                                 16326   \n",
       "\n",
       "      Gestorbene: weiblich, Schleswig-Holstein  \\\n",
       "Jahr                                             \n",
       "2017                                     17557   \n",
       "\n",
       "      Gestorbene: weiblich, Thüringen  \n",
       "Jahr                                   \n",
       "2017                            15024  \n",
       "\n",
       "[1 rows x 128 columns]"
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     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "get_df('?data=12613:BEV002(NAT,GES)&time=2017&level=1&layout=time&labels=name')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org/?data=12511:BEV008(AUFDA1:AUFDA00B08|AUFDA15B20)&labels=name&sort=time\n"
     ]
    },
    {
     "data": {
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       "      <td>Thüringen</td>\n",
       "      <td>2017</td>\n",
       "      <td>Einbürgerungen von Ausländern</td>\n",
       "      <td>217</td>\n",
       "      <td>Aufenthaltsdauer unter 8 Jahren</td>\n",
       "      <td>Einbürgerungsstatistik</td>\n",
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      ],
      "text/plain": [
       "                    Jahr                        Merkmal  Wert  \\\n",
       "Region                                                          \n",
       "Baden-Württemberg   2011  Einbürgerungen von Ausländern  3027   \n",
       "Baden-Württemberg   2011  Einbürgerungen von Ausländern  1628   \n",
       "Bayern              2011  Einbürgerungen von Ausländern  2003   \n",
       "Bayern              2011  Einbürgerungen von Ausländern  1505   \n",
       "Berlin              2011  Einbürgerungen von Ausländern  1359   \n",
       "...                  ...                            ...   ...   \n",
       "Sachsen-Anhalt      2017  Einbürgerungen von Ausländern   129   \n",
       "Schleswig-Holstein  2017  Einbürgerungen von Ausländern   468   \n",
       "Schleswig-Holstein  2017  Einbürgerungen von Ausländern   472   \n",
       "Thüringen           2017  Einbürgerungen von Ausländern   128   \n",
       "Thüringen           2017  Einbürgerungen von Ausländern   217   \n",
       "\n",
       "                   Einbürgerungen von Ausländern: Aufenthaltsdauer  \\\n",
       "Region                                                               \n",
       "Baden-Württemberg          Aufenthaltsdauer 15 bis unter 20 Jahren   \n",
       "Baden-Württemberg                  Aufenthaltsdauer unter 8 Jahren   \n",
       "Bayern                     Aufenthaltsdauer 15 bis unter 20 Jahren   \n",
       "Bayern                             Aufenthaltsdauer unter 8 Jahren   \n",
       "Berlin                     Aufenthaltsdauer 15 bis unter 20 Jahren   \n",
       "...                                                            ...   \n",
       "Sachsen-Anhalt                     Aufenthaltsdauer unter 8 Jahren   \n",
       "Schleswig-Holstein         Aufenthaltsdauer 15 bis unter 20 Jahren   \n",
       "Schleswig-Holstein                 Aufenthaltsdauer unter 8 Jahren   \n",
       "Thüringen                  Aufenthaltsdauer 15 bis unter 20 Jahren   \n",
       "Thüringen                          Aufenthaltsdauer unter 8 Jahren   \n",
       "\n",
       "                                 Statistik  \n",
       "Region                                      \n",
       "Baden-Württemberg   Einbürgerungsstatistik  \n",
       "Baden-Württemberg   Einbürgerungsstatistik  \n",
       "Bayern              Einbürgerungsstatistik  \n",
       "Bayern              Einbürgerungsstatistik  \n",
       "Berlin              Einbürgerungsstatistik  \n",
       "...                                    ...  \n",
       "Sachsen-Anhalt      Einbürgerungsstatistik  \n",
       "Schleswig-Holstein  Einbürgerungsstatistik  \n",
       "Schleswig-Holstein  Einbürgerungsstatistik  \n",
       "Thüringen           Einbürgerungsstatistik  \n",
       "Thüringen           Einbürgerungsstatistik  \n",
       "\n",
       "[224 rows x 5 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_df('?data=12511:BEV008(AUFDA1:AUFDA00B08|AUFDA15B20)&labels=name&sort=time')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## JSON\n",
    "\n",
    "`format=json`\n",
    "\n",
    "Gibt die Daten (key: `data`) als json (response mimetype: `application/json`) zurück samt metadaten (key: `schema`) zur Tabellenstruktur."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://tabular.genesapi.org?data=11111:FLC006&time=2017&layout=region&format=json\n",
      "{\n",
      "  \"schema\": {\n",
      "    \"fields\": [\n",
      "      {\n",
      "        \"name\": \"region_id\",\n",
      "        \"type\": \"string\"\n",
      "      },\n",
      "      {\n",
      "        \"name\": \"11111.FLC006-year:2017\",\n",
      "        \"type\": \"number\"\n",
      "      }\n",
      "    ],\n",
      "    \"primaryKey\": [\n",
      "      \"region_id\"\n",
      "    ],\n",
      "    \"pandas_version\": \"0.20.0\"\n",
      "  },\n",
      "  \"data\": [\n",
      "    {\n",
      "      \"region_id\": \"01\",\n",
      "      \"11111.FLC006-year:2017\": 15804.2\n",
      "    },\n",
      "    {\n",
      "      \"region_id\": \"02\",\n",
      "      \"11111.FLC006-year:2017\": 755.09\n",
      "    },\n",
      "    {\n",
      "      \"region_id\": \"03\",\n",
      "      \"11111.FLC006-year:2017\": 47709.82\n",
      "    },\n",
      "    {\n",
      "      \"region_id\": \"04\",\n",
      "      \"11111.FLC006-year:2017\": 419.84\n",
      "    },\n",
      "    {\n",
      "      \"region_id\": \"05\",\n",
      "      \"11111.FLC006-year:2017\": 34112.45\n",
      "    },\n",
      "    {\n",
      "      \"region_id\": \"06\",\n",
      "      \"11111.FLC006-year:2017\": 21115.68\n",
      "    },\n",
      "    {\n",
      "      \"region_id\": \"07\",\n",
      "      \"11111.FLC006-year:2017\": 19858.0\n",
      "    },\n",
      "    {\n",
      "      \"region_id\": \"08\",\n",
      "      \"11111.FLC006-year:2017\": 35673.73\n",
      "    },\n",
      "    {\n",
      "      \"region_id\": \"09\",\n",
      "      \"11111.FLC006-year:2017\": 70542.03\n",
      "    },\n",
      "    {\n",
      "      \"region_id\": \"10\",\n",
      "      \"11111.FLC006-year:2017\": 2571.1\n",
      "    },\n",
      "    {\n",
      "      \"region_id\": \"11\",\n",
      "      \"11111.FLC006-year:2017\": 891.12\n",
      "    },\n",
      "    {\n",
      "      \"region_id\": \"12\",\n",
      "      \"11111.FLC006-year:2017\": 29654.37\n",
      "    },\n",
      "    {\n",
      "      \"region_id\": \"13\",\n",
      "      \"11111.FLC006-year:2017\": 23293.3\n",
      "    },\n",
      "    {\n",
      "      \"region_id\": \"14\",\n",
      "      \"11111.FLC006-year:2017\": 18449.97\n",
      "    },\n",
      "    {\n",
      "      \"region_id\": \"15\",\n",
      "      \"11111.FLC006-year:2017\": 20453.79\n",
      "    },\n",
      "    {\n",
      "      \"region_id\": \"16\",\n",
      "      \"11111.FLC006-year:2017\": 16202.41\n",
      "    }\n",
      "  ]\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "import json  # for pretty printing\n",
    "url = BASE_URL + '?data=11111:FLC006&time=2017&layout=region&format=json'\n",
    "print(url)\n",
    "data = requests.get(url)\n",
    "print(json.dumps(data.json(), indent=2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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